{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Implementing a Neural Network\n",
    "In this exercise we will develop a neural network with fully-connected layers to perform classification, and test it out on the CIFAR-10 dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# A bit of setup\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from cs231n.classifiers.neural_net import TwoLayerNet\n",
    "\n",
    "from __future__ import print_function\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# for auto-reloading external modules\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "def rel_error(x, y):\n",
    "    \"\"\" returns relative error \"\"\"\n",
    "    return np.max(np.abs(x - y) / (np.maximum(1e-8, np.abs(x) + np.abs(y))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use the class `TwoLayerNet` in the file `cs231n/classifiers/neural_net.py` to represent instances of our network. The network parameters are stored in the instance variable `self.params` where keys are string parameter names and values are numpy arrays. Below, we initialize toy data and a toy model that we will use to develop your implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Create a small net and some toy data to check your implementations.\n",
    "# Note that we set the random seed for repeatable experiments.\n",
    "\n",
    "input_size = 4\n",
    "hidden_size = 10\n",
    "num_classes = 3\n",
    "num_inputs = 5\n",
    "\n",
    "def init_toy_model():\n",
    "    np.random.seed(0)\n",
    "    return TwoLayerNet(input_size, hidden_size, num_classes, std=1e-1)\n",
    "\n",
    "def init_toy_data():\n",
    "    np.random.seed(1)\n",
    "    X = 10 * np.random.randn(num_inputs, input_size)\n",
    "    y = np.array([0, 1, 2, 2, 1])\n",
    "    return X, y\n",
    "\n",
    "net = init_toy_model()\n",
    "X, y = init_toy_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forward pass: compute scores\n",
    "Open the file `cs231n/classifiers/neural_net.py` and look at the method `TwoLayerNet.loss`. This function is very similar to the loss functions you have written for the SVM and Softmax exercises: It takes the data and weights and computes the class scores, the loss, and the gradients on the parameters. \n",
    "\n",
    "Implement the first part of the forward pass which uses the weights and biases to compute the scores for all inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your scores:\n",
      "[[-0.81233741 -1.27654624 -0.70335995]\n",
      " [-0.17129677 -1.18803311 -0.47310444]\n",
      " [-0.51590475 -1.01354314 -0.8504215 ]\n",
      " [-0.15419291 -0.48629638 -0.52901952]\n",
      " [-0.00618733 -0.12435261 -0.15226949]]\n",
      "\n",
      "correct scores:\n",
      "[[-0.81233741 -1.27654624 -0.70335995]\n",
      " [-0.17129677 -1.18803311 -0.47310444]\n",
      " [-0.51590475 -1.01354314 -0.8504215 ]\n",
      " [-0.15419291 -0.48629638 -0.52901952]\n",
      " [-0.00618733 -0.12435261 -0.15226949]]\n",
      "\n",
      "Difference between your scores and correct scores:\n",
      "3.68027207459e-08\n"
     ]
    }
   ],
   "source": [
    "scores = net.loss(X)\n",
    "print('Your scores:')\n",
    "print(scores)\n",
    "print()\n",
    "print('correct scores:')\n",
    "correct_scores = np.asarray([\n",
    "  [-0.81233741, -1.27654624, -0.70335995],\n",
    "  [-0.17129677, -1.18803311, -0.47310444],\n",
    "  [-0.51590475, -1.01354314, -0.8504215 ],\n",
    "  [-0.15419291, -0.48629638, -0.52901952],\n",
    "  [-0.00618733, -0.12435261, -0.15226949]])\n",
    "print(correct_scores)\n",
    "print()\n",
    "\n",
    "# The difference should be very small. We get < 1e-7\n",
    "print('Difference between your scores and correct scores:')\n",
    "print(np.sum(np.abs(scores - correct_scores)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forward pass: compute loss\n",
    "In the same function, implement the second part that computes the data and regularizaion loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference between your loss and correct loss:\n",
      "1.79856129989e-13\n"
     ]
    }
   ],
   "source": [
    "loss, _ = net.loss(X, y, reg=0.05)\n",
    "correct_loss = 1.30378789133\n",
    "\n",
    "# should be very small, we get < 1e-12\n",
    "print('Difference between your loss and correct loss:')\n",
    "print(np.sum(np.abs(loss - correct_loss)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Backward pass\n",
    "Implement the rest of the function. This will compute the gradient of the loss with respect to the variables `W1`, `b1`, `W2`, and `b2`. Now that you (hopefully!) have a correctly implemented forward pass, you can debug your backward pass using a numeric gradient check:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W1 max relative error: 3.561318e-09\n",
      "W2 max relative error: 3.440708e-09\n",
      "b2 max relative error: 4.447625e-11\n",
      "b1 max relative error: 2.738421e-09\n"
     ]
    }
   ],
   "source": [
    "from cs231n.gradient_check import eval_numerical_gradient\n",
    "\n",
    "# Use numeric gradient checking to check your implementation of the backward pass.\n",
    "# If your implementation is correct, the difference between the numeric and\n",
    "# analytic gradients should be less than 1e-8 for each of W1, W2, b1, and b2.\n",
    "\n",
    "loss, grads = net.loss(X, y, reg=0.05)\n",
    "\n",
    "# these should all be less than 1e-8 or so\n",
    "for param_name in grads:\n",
    "    f = lambda W: net.loss(X, y, reg=0.05)[0]\n",
    "    param_grad_num = eval_numerical_gradient(f, net.params[param_name], verbose=False)\n",
    "    print('%s max relative error: %e' % (param_name, rel_error(param_grad_num, grads[param_name])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train the network\n",
    "To train the network we will use stochastic gradient descent (SGD), similar to the SVM and Softmax classifiers. Look at the function `TwoLayerNet.train` and fill in the missing sections to implement the training procedure. This should be very similar to the training procedure you used for the SVM and Softmax classifiers. You will also have to implement `TwoLayerNet.predict`, as the training process periodically performs prediction to keep track of accuracy over time while the network trains.\n",
    "\n",
    "Once you have implemented the method, run the code below to train a two-layer network on toy data. You should achieve a training loss less than 0.2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final training loss:  0.0171496079387\n"
     ]
    },
    {
     "data": {
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ArDICWY1682lJ0gn2tAQAAKuMQFajmREy9rQEAACrjUBWo95CMELGlCUAAFhtBLIadebS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\nlQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd6159575d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "net = init_toy_model()\n",
    "stats = net.train(X, y, X, y,\n",
    "            learning_rate=1e-1, reg=5e-6,\n",
    "            num_iters=100, verbose=False)\n",
    "\n",
    "print('Final training loss: ', stats['loss_history'][-1])\n",
    "\n",
    "# plot the loss history\n",
    "plt.plot(stats['loss_history'])\n",
    "plt.xlabel('iteration')\n",
    "plt.ylabel('training loss')\n",
    "plt.title('Training Loss history')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load the data\n",
    "Now that you have implemented a two-layer network that passes gradient checks and works on toy data, it's time to load up our favorite CIFAR-10 data so we can use it to train a classifier on a real dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train data shape:  (49000, 3072)\n",
      "Train labels shape:  (49000,)\n",
      "Validation data shape:  (1000, 3072)\n",
      "Validation labels shape:  (1000,)\n",
      "Test data shape:  (1000, 3072)\n",
      "Test labels shape:  (1000,)\n"
     ]
    }
   ],
   "source": [
    "from cs231n.data_utils import load_CIFAR10\n",
    "\n",
    "def get_CIFAR10_data(num_training=49000, num_validation=1000, num_test=1000):\n",
    "    \"\"\"\n",
    "    Load the CIFAR-10 dataset from disk and perform preprocessing to prepare\n",
    "    it for the two-layer neural net classifier. These are the same steps as\n",
    "    we used for the SVM, but condensed to a single function.  \n",
    "    \"\"\"\n",
    "    # Load the raw CIFAR-10 data\n",
    "    cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "    X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "        \n",
    "    # Subsample the data\n",
    "    mask = list(range(num_training, num_training + num_validation))\n",
    "    X_val = X_train[mask]\n",
    "    y_val = y_train[mask]\n",
    "    mask = list(range(num_training))\n",
    "    X_train = X_train[mask]\n",
    "    y_train = y_train[mask]\n",
    "    mask = list(range(num_test))\n",
    "    X_test = X_test[mask]\n",
    "    y_test = y_test[mask]\n",
    "\n",
    "    # Normalize the data: subtract the mean image\n",
    "    mean_image = np.mean(X_train, axis=0)\n",
    "    X_train -= mean_image\n",
    "    X_val -= mean_image\n",
    "    X_test -= mean_image\n",
    "\n",
    "    # Reshape data to rows\n",
    "    X_train = X_train.reshape(num_training, -1)\n",
    "    X_val = X_val.reshape(num_validation, -1)\n",
    "    X_test = X_test.reshape(num_test, -1)\n",
    "\n",
    "    return X_train, y_train, X_val, y_val, X_test, y_test\n",
    "\n",
    "\n",
    "# Invoke the above function to get our data.\n",
    "X_train, y_train, X_val, y_val, X_test, y_test = get_CIFAR10_data()\n",
    "print('Train data shape: ', X_train.shape)\n",
    "print('Train labels shape: ', y_train.shape)\n",
    "print('Validation data shape: ', X_val.shape)\n",
    "print('Validation labels shape: ', y_val.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train a network\n",
    "To train our network we will use SGD with momentum. In addition, we will adjust the learning rate with an exponential learning rate schedule as optimization proceeds; after each epoch, we will reduce the learning rate by multiplying it by a decay rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 / 1000: loss 2.302954\n",
      "iteration 100 / 1000: loss 2.302550\n",
      "iteration 200 / 1000: loss 2.297648\n",
      "iteration 300 / 1000: loss 2.259602\n",
      "iteration 400 / 1000: loss 2.204170\n",
      "iteration 500 / 1000: loss 2.118565\n",
      "iteration 600 / 1000: loss 2.051535\n",
      "iteration 700 / 1000: loss 1.988466\n",
      "iteration 800 / 1000: loss 2.006591\n",
      "iteration 900 / 1000: loss 1.951473\n",
      "Validation accuracy:  0.287\n"
     ]
    }
   ],
   "source": [
    "input_size = 32 * 32 * 3\n",
    "hidden_size = 50\n",
    "num_classes = 10\n",
    "net = TwoLayerNet(input_size, hidden_size, num_classes)\n",
    "\n",
    "# Train the network\n",
    "stats = net.train(X_train, y_train, X_val, y_val,\n",
    "            num_iters=1000, batch_size=200,\n",
    "            learning_rate=1e-4, learning_rate_decay=0.95,\n",
    "            reg=0.25, verbose=True)\n",
    "\n",
    "# Predict on the validation set\n",
    "val_acc = (net.predict(X_val) == y_val).mean()\n",
    "print('Validation accuracy: ', val_acc)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Debug the training\n",
    "With the default parameters we provided above, you should get a validation accuracy of about 0.29 on the validation set. This isn't very good.\n",
    "\n",
    "One strategy for getting insight into what's wrong is to plot the loss function and the accuracies on the training and validation sets during optimization.\n",
    "\n",
    "Another strategy is to visualize the weights that were learned in the first layer of the network. In most neural networks trained on visual data, the first layer weights typically show some visible structure when visualized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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VSaN6Oc4N71WA4tww5HZtKqEWCab/1/2RL1aZrz9evA17bG1CCIIgiLaHxBpBdADCxpSB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\n0tIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd61577fd10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the loss function and train / validation accuracies\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(stats['loss_history'])\n",
    "plt.title('Loss history')\n",
    "plt.xlabel('Iteration')\n",
    "plt.ylabel('Loss')\n",
    "\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(stats['train_acc_history'], label='train')\n",
    "plt.plot(stats['val_acc_history'], label='val')\n",
    "plt.title('Classification accuracy history')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Clasification accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PTeMs6/+duJ/8psk6ipqXajyEJyn4/mqfiz2LQlwqzhyBZaWbRZu+X41N7MpbyzZGYlvb\nDMdreu67Q/fSGrolmazbKMUE6x1pZCjkvwHAvVlBa1m/j3JF2VbRbicbVdZ4KOljaU1yCAwZBCXa\noJLUZ48PLfPixLjkNOekv6DMqt1S5nBjtEigJN4Cxb1Udq6Lj6AT56rk2h7Qd/zb0V15S7/Voj6q\n7HXwuGzzu7daHAwKfj8/+AxFU6TzbmKbU3+qjK0xp3H5v3oD/8PyBY0Xlpndq/EcDY2w41Rh55mk\ntqre9cWY8goFWyu8TfWw/MK1h3twrWsrw2UK8OoPunHc1vzsreR5eVs5Yv9BC0mPMv74i/NsHa7s\nyheAw2lhqSm9tuSbOGLyeeWs5juQd1Csajz2dJms2aZIOT30HdL7stel7wF/no2OgZ/nXPhdekZ9\nIkQmo79vF6R7EV8v/rayxljRT8wj3UnnLFQDQqSGmuKTcIVsQdl8vuplj09I2FJtGF+/6yN562nl\nyadkT+FAHXdbtrO8rAw161rCtyIfQ8pJosfA1iUL1qp07Y2mfELwpyl8/ZJTKxugjnxbbrbKmxH5\nCO8l6cAe/w455N86gzGW6tqm8CaDpBtCDyc95rWJDIUV6XJwYJT0rGQZKl6lWNJzOdL3kTz+l/SJ\nWHgf8WpCtoN7ON2S8N4tOxj+siDLneodwjk5mJUhGaCveIfE/G8AsHr2MgdqrwKQnJrEMS9luP+b\n2i9eO/0Q1x6WIez5hZvNtJzc/vEayaYcxfuB3wPgcP5eBn5VlZ7t717CsanxHAr2Y3v3L+p9n9L+\n4uitX6Y1r+rFnfHBXXnb9x0Z0sKQjwsWKexY6wqxvBbQo4UC2ZYMub0sh7Gc/xc8eudZAHrsO+x9\nUvvByz/O8ZpFC8e+Z7UgHX7pODODUnR76wTtmJRlz9urtHulyD+/R0HBoXcmuHpKRl7enGBPRgvd\nL0oJStvjAMTtguTHbnjJxOQo3JXeXXmr2/dTQwtKJ6UxNGohWpNyQG1vL9Wg+N/yJNjXKyfmWZZM\n7fsrXDn+JACpGTf7g1oMh35qZ+2sDKA1KeebszzIoS397hhbpnNEjuCd92M4TOX0k/erSvulynU8\nB6Unw7kpyhUZcWduggGxzwWfxuDK7j5vDlsdu1UOqDCh4MxW99IJKGgIXw3RGJVT2Mk5sQWln6sZ\nLQzTFClZZfwptxW8Wrx3KDPVo4WqUjLBTnaa6JCCzJ1KE7RdRKxSp+WWfqYMzGvJW3CW5CgeaNTJ\nF2X8zqE8AYcc0M6AxtvZ3n2Pt22pYOmVzJYiciRDjWssZ7SYDQ1uYssJfsuVihyZlk5cD6hmotJO\n4Z7XvIb6pvHGBAcGczHccTnE/qjG1bw9QSGuQPh6ZowDt5fET2GUhhlDpCneexJx0g7VZwzlJlg2\n9QaFppNYXPM10pCOVI504Ed385Y4+Rxeu6nnKMuOT2xAMq4ALzdkZTohB95c2eDY1+V7ymvSra2w\njcZtLSLnfnOFL17Wrl158Rx/fltz+6/aevGxrRMkC5LxwX37CXgk/+SFFk+HxfNSXnPl3fkyPzR7\n1s+9fZ7wZzXe+C8q+AZlF/vGAzz3qPwJ/+5u3qLXSuS8km+f9QAbS5JJxaF3eTsJPKZWwJ620+eX\n/vkqy5TMFlVfUItpwmYh7pNOJYc81HakdNHFBDGzEFXMPmottUOjIztv5UtUB2Sb1fwmjpZs5HZc\nS8l4LUQmqgC5nC+wmFJQFWksY1mO3M2UoURrh4WIAgl3egUv0sWDWen/7HwBR9xU9keTFJvyc8G+\nCVZmpCf1kvxrqRqlE5Xv79hyNNLivTjQIpKTL9h0KygppvdhnTS6eqvAfuPqQtVNaqOSzw1TPO8p\n2bG7pRubczOEQvpedU8Q5+odw8nxj+Txv6Qu1NylLnWpS13q0sdIn4iMt+3QRvj3h11MBQSVRAv3\n0jOnLHV2YhxLXsVGwWuKhL49FeVvBRThNBMdnq/9DQD+3J4V3jst2GRxVVnRfZt/Qu73lSHWUrMc\n/U1FQzdf7yW4R5WPZ5YV+Qc2tjniUgT/fw9O8uwrgqISf3UfxQVFWcc8+smpHEurgmtPjQ9xnr9/\nF28/2K+ss5rqZfpDSH0DKr+pCOnaa3+NdlS8jV1WpLjX8kXOH1CVcci5RnlJEJdvusPghiLIs25F\n8J3Il7EG9X8vJzg+I2h86QujZDvKzB9+XWnezh0bh1zKmE+ubPNGn2DiqWMH6Eko1FvtE9Q/175B\n4T1lF4GHvfC7d7HG9vMuUiPKUKY/r4IL33N2ZlkC4NBCH5Uz+r06s5cX1hWx/sYx8fBBbpm+9zSG\nh3b6+INeZZ/Or9Y5UVFGtXxD8z348C3SBUXlaf8Q6ZyKa0af2EthQZB6aUWZU78jintd7zh+5Of8\nzrgy4XvfH2DrPmUt43+q7KQ41XM3Y0BtvYUVZWTNlsbdsdjJbeu5zjEnLasKLfriDdZMoV/Ya6L9\noBd/Qs/eGrPhMecr3c1eFpJ6d39d2cK4z0LJLqhqwNskYNd7U8UkZQNzxSzKqFvxZTIOZaNr5Syu\nE+InvBoiXdN4QouK8Dvh3YurWkUffQPSk45VY6xlLTxQkA0sF44QCwvqb9TtFLP6TKyuDKi/OE7B\nLX7tjSyNOfFWHYgylFS2nSnpZ3BsDbuput0/2EM1aKD6xX76a9LbkkOFZbW+NSIW6ep200plSxlS\nK9IilFWOEOlVlpda3d11DQWeZmRG8ssfFnQeO9si9oHsdCOf5laPzv9/fXiR37soWW1VBMv/9d4g\n521CiH75J48zn1N2+0jwfi6ZIp2v+FRQNRZu8sMFTdAr92U5+KJSI8vEBEsxFS62LLL/+dsdvhD7\nJgDP/YVHsb2s89VTx0f51rTmojxvZ1/mw/Py//Iu3trVEsVe2amzvUF9W3J3xfUz5WzSZ5c+ZJ1t\nKmHpQ22jynpH8hoo6fuNSprb6/KfkeEm9ZT8XMXpYcNszVj80gdLM06zrN/dDhcVg5TlK/0MWIQY\nWKyal51yA6s5IzsebpKr6e9pS5SwvX4XTx9SZMPNQZPFdtwuVpLKJi9XVY1ufcKJ96KyzZp9iLWa\nMuE+223SRn/84/Lb9vQ2hYQ547yvTue69C8Y3GSuIl3uMQVpzejbWNPaVlnxJPFcU8bacyZPJKUM\nPBnW+hSt+aFXPEQaDqypLTN2L5lA+CN5240+EQvvC/uWAPiGpcqFJRnmftcdNn1y/NwYorxtoJsh\nLVjPtvew8McyXMuvH6bHHO6/9vJhKuOq7kyflEK/55/k2Ys6/J4c2of1ihb3cKRCdeMwAO4j4wCk\n/It87wMZxYMTeeazeu/gezO4wzK8RlZQtuUlL7fu0b7vA29/ZlfewhmJODEG5etyXPEjSWZfPgtA\nz1uvkZ0U9FgL673e8A8ZHVD1YX6mh/IvySl4M8scd0rhkud/GYAtq417vYKtz2/dZtQpw7u87OBA\n6EEAqmbf4thDc9wpS8m27gszouFwJVTCf0OyCrQEM6Uvxhl7Sov05I6b/7QLbw3nVWwXtXjcGdE7\nXvz8+zyxZo4FTFbI/Uzv69hznJ1UQPTjdwVLHwz8KhVziP+FlSJHxuTMC9UqtstaLPc+oTm++OIg\n7qIMc3ogBA7JZDp1gUyfjGUzrQDm+FCQnz8uw0rnTvMr6Lnv1Ur0rGkMlw5rYTlw4e4GEwDlUoG2\ngQ59DulkpV1k2Cb5bBU89HnEe6vqwd00gVtTQV2xMoZ3TIvplK9AvT6uBzt36DcQasScuSlFa1jr\nBvJ0DWO3acuhVnNhu2HguWOan+pKh6DZo4zYnLSbcgSVfAVrTU5+dUSfHcjvvjcf2btNwConNluW\nLUyUt3n3qKDkoZUm3i0TwB22Ec7ps3faCnz6XYu0bFpYT9ZGuRBXsFHPFvD2SalCCzXDby/WwZTh\n18O7JjCZdsyQM4vsYXNsazE5hN0nO+6NlKlZFHj3hawEzTgbGTk4lznS82fpQYuVhT7Ny+Id2et3\nSw3+CoKdL99awdWWX0k97mQPppHCXrMfupnDZ6rNz42d53hdevh6T52Rsn6/eo8W2BdnYeC05mpy\n9jHWAlrQz5Jl6are158cB+Dg9E9wzuuY4uidHvaeV8C680UHj65IP/utx/jOuY9enHbcOXqz8ifp\nRhxHyFRJp2RDrZqP1V7J3VsPkl3RvMUsAby9+uxOQWO3ZtJ0wtqPtFULWHrEf9o6THDD7Pc2taAt\nuyBgkUw3q25cNtlFy9FmsaqFdXRb9ua0bWMb03NXVrP4baaGopqnafF/JG9LW71kJuTzBpfbjJqG\nFNv7JPPBd19jvSXdsLfX8W4rEPPXXOSyCsILdgUMARrYfPqbc8fPQES2VSkVcG9LJ8rTpvHM+TjB\nvVpT9vSPkWprobes17C6pGvhlH4mkgliphFOgQGifbLvq50yzbWP3pvfjbpQc5e61KUudalLHyN9\nIjLe6Q3BQCsn3qbPbOK/MjHCp9qKrN5ffIOvTyurecds/N9TfocbXxLkEw1B/NYvALB+vYP/A0FN\nzogi6tn4BD/3K7MdLk9wFUW86eF1PvO84JZzwypasN/w848MjPk7w01aPmUcBz+X5vJVZW+V95YA\neO+ZLP6bimxvr+3Om/0xRXzBd99j+xllFPkbR5jdVHR2KrCG5ZRanqXuqOLYaXuIyPvnABg6Xib7\n24LJN89sMbqo7Li6paze+hsu3phThHp07SQ8och0cHGGxqai0EZTsNct+37c/YruXvve+9xzVNN/\nfOgR7jykSLj/A8ErGX+LSEUw3Fvju1fHtt9MMfw1c07RFDac+WGc80+YKtZbP6E4InTg8VwfyzdN\n5r5H0WGt48c/r4j5vsdm6bR1DtK3ssq5vcoIoi5lpF+LVni7oneFZzxknhI0tnj5MMGmdMYdFgx8\nazrElzb0jteXisz4BB1GR4Zp1xWlPmtV9J3qi+/KW8feS7MlmSSryq6szUl8FelGMHgUl12yTjvj\nuCPK+O3b0ln/uIWcgWa9zggjUY3njsXOJMoulkalh8VaiYhbcxVy9JMoKFPpsTpxnVYBlsUipKMT\nKtNoSweapTSlHRWLOEfbuLbM393mZ3j3jDdfc9D2iH9vUfrQmfRj+Zkyr9bBGHci0tsBb4B2VnYU\n2BbvOVcIp0Ow3pVRO9WUsmOvz0LetJ0cP27OIhceIOrSVkDW1sPB85JP7p4jVL3KzlY3ld3kthoU\n8yZjPunFF1SGWHcUsZjzouuL4mk4PgYs38Xbc+l5KkHZzj0BoULudIulkgz08fxePjgqmb1S2MND\nTmUzWZNpbkdS1OvyFSONDWqXhfocHz5LLa2tjN6A/MvJnmEWL2nLp2dijMMG9Xhpe5396+Izc1DI\nQDH9JEuHZW/tK3Nc/ceSU+3dS/yS6zcBeL55m3+0V2fSH72LMyjWoW3Oiw8PtUjMCYEI9ip/qhZt\npH2m2M6Rw1LW32fKabw5Qa/1moG12zHsEcn69pIHd1O26QpssZ7UOK1D2qqyuHpwlGR7HXeFuGnM\nU2m3cUQE5zfWZOf5CQfWGc3nuGWQtMNsOdTXyQXbu3AlaoxdY3jLFIa50yyXlW0PWmR72cYEjagy\n17XkbSxu00L0eol2n0Eizbnk8VSZWzZtxzTLZQpl04o2XMflFlpU39Znc+E8zYrGaM/cYWJcUHxg\nZZSNsGyv6DSnIqJt1lqa48mcm4UZ6a/naJVoqfGRvO1G3Yy3S13qUpe61KWPkT4RGW/KdE0aWXYT\nuKb2ab6nL/L8trKvvZ17eSGk6KLWr8hse+s4C3EdAdhfKuFFEdnG4Bn8JqNw5PXcwNUq9weVMf+s\nvEj8fT2r/0eL7KwpA9p4XRnbdOQh/vDY7wPQG/8V7l83Z1n/sZN6+E8AeMn1EAD7almibWWxoX8J\nf3Lkbt6e+LGyxp+NrtP7c0Vba2fu5WC/ortA6THGLyhjPRdTZnZp70m+MKSo+lpwi/4HlY0PjJ5m\n3qfM/lMDjwHw+s02T4VMW8FP1fngnGlFV+mnaNoUrh43lwcU+/GEtScV/8IpFm4qUty/8xyZbWU1\nFociwa+5inzfdG56Zu0G37mbNbyfCnPVadrD5cXbMyOTVGf1+9wDF7jvprmoYXyTpnleT1gFXIHq\nHdqnzXl+x5KTAAAgAElEQVTMpWE265pP+kcIWr4GwLRPWUZozxOMNTWK9aFpdjaVfd07VaG4oMj0\ncp8i7dOXzpDumE5E23niPunUxQ03fU1ldSmPvnN7sLYLZ9BxJ0nblMUGLYqIfY4Vsh1lyIOuDPai\nsghL2UYgov0pp1OZpDXtp8+muZ/r2cSR1Pd8owMUW3pno6osYbS8Ripg9DuTZo/R20osTS6haLsR\nUabjJUpPTXtd64MtBm9qD6w83aIzoc/G1lWw1hlf2p23ziTjmxrPWlV6aOvMcvgRYy+3baRNlD+5\n4iFX1Tlyt19zvWcsz6xpEL+RusxIS7Zn90foK2k+C1nxPpg7x7opEAs93ObGLWVRfeWj+CriOeiT\nfHsOOqhZDKq0fZ5yj7KP6kKeeatQIZfLQEumif6fpUf6R3FckY946T5lIatzWb5usv/Ep8d4Mqei\nmKvzLzIbl/0/OCh7q7ifIZnU8anhXwxh/erfAyD51jskJ2VPU0vmTHEgA5M6Clj7foeNPUaWeTs7\nUWXd5VnT5Wno2xwq6ffivRHeXpAsH3b+A15OCumardd5fuK5XfkC8DhatJ2Sw/pmla1B2W98QbzV\nvEW8daElzUYejykYswcCxEyr2ExWGX46msN+W9mxmwbRmuZt3eGnGDGteK2a156dOmse2XQ4O0jb\nFElZI2288/pMwykflm3sZXJEe/PZFrg3NMd1ewTL6t2XWnxIa9UKgy0tR1seB5gzys1N6XIyVqWZ\nkG6Eln2Ui5rD7VFob4g3dyxreGgRLchnFtZHaEaV8e4sj2A7oXlevigEKlbeBFOcFU5aaG0KWdm2\nWQkENYYsZk/bUye+IplnfW3GTXHl5rKD7Nju58o/ij4RC281LYE10j8n8qa5YeJQL597QWn99555\nlTMF3RjyyHVVIX/TdpbTAxL4kn0Ua0Gw0+y/q3O6ow3yzhkZxSMLLopWLWqt5tfYOPnPAdj/dx7H\n/oic2NklwUtrA7dYvqCerJ59CxRiggM377ezlTS9ZZsSfqoTo9dUvL76nQ+bpv3XdDUoqCTk/jS9\npuVZca2B3cBDQ8srZOJSVGdIBVf3v//HVA+bZhAb0xQf0IJy37fe4IWTOlf4QkpOZV+0RlziY2uu\nhdWpRbjW1+FMTmebb049rDG8a+X1lBziE748rUP6vb7zWex5LYreohzC8/0zHKvrjO2lzH3A/3sX\nb6sBO8EpGf1kQsVKs8E6zo4W7/9u8St80/R4tR9ysPeGDMdZVBHU87YiX35Pck998V5G3tJcvNFZ\noqephea86Uk96f4DfuQWDPff2wpkZ1XE5PpMDFu/5HfkhoKrvOU5tgoyplVbnul+jWfVkyK4onla\nM2eTD8fz/OAuzqDR9NKq6B0xv8bQ3o4ScoufaqvM+6Zxwf0jw5Tn5fCCFjnXNdsGsXtlsMFkGOuI\nnPZw8go7bhnpkYh0Zz4Zpmn6xYabDja8mm97o4XbNEzI1+Tg9kSLdNZNL928nfk+Lfh9+QYF0+Kv\nGjONOeYPAn/rLt5iYzY26pLvwIICkepkiOCVD/tJLzDUIwedHHIS2VAhyrxT43I3vKQqstPApBur\nVwFKfClGGgVE431m+2htAbdfRX4782Df1mfrrQ2IqXK/VtTCU93xsNMv6NbqOoI9IV0e89koW+U8\n+yway+327u0HrxUuc2pD8n3s52ZOvnqAlxYUQGd6PmAiJZ0drDzKqmkhuDYt27z49ms8iHirnrbR\n/ImC8M6BHGf5HAAXqloM6tkbuG/LXpwRqDs1Rw/2vE27pluJ7jQV4AV6j3E7ot87qzX+tldj+NaN\nf8+Df1l2OHzpaRrR/YaTu9u0Ds+VWIkJbg0O2LHkFIS4w/IlneYA5pIhvAk3zZB0I9yxsG1g53JA\nMulv23D2K3jZ2fFT82lubYM9RJJ6h7MqfbK5awxsSDdyI1VawaKR3zBrYS2ssbbpO56foz5jzr1H\nEiTsZgul3SQY2d1HAoQTCa7Fza1FFTsWt/TTt60laj4VwNtU8VqyHiAW1tjbgSvETMvH0rLR2cEe\nQvk7RjYeMmVzO9G2m5V3ZbN9Bc3xsifEcVN82RwKkDKNZSwu6DNV46NhjWGTFF4UWEfeb5Afl3wG\nalaSjZsfydtu1IWau9SlLnWpS136GOkTkfH2H1QUvFz+84zcL4hgtpjnxmFFMEPLf5FYUxHMz3zm\nDtmJlzieU8QRuzrFtb/7SwAMr13h3KQynL/8kqLjd/qz1E1Xn37rH3IsL4gw//ASb15Qm8YvnVQE\nVMgucPx/Ujxy7h+2SH/DQJbrjxL5krIS/38wjcztVymZM31/LzjBbgeK0g51nTq4vcFre02Bx+gh\nkj9UwVPEvclyQNlBvawM6NDEQW7cUHZ9/nNVHrgkPr73xEOEnjJHFn5bkEg6fw/ftinLeuDzY/T+\nRON17M8wZroovfRTjffle5b42i/0t+KjefwhRe775z5FoE/ZhctAjK0jkxQ2FN05ondnuwD9ASfl\nP5RMZqySwyG7lUa/soufrYwQP6qIeOv2FRwxwTwbBmL9tUt2POYO2Z2Xe/BGBCUfmDhGekXR5mkU\ngW7cfphfSihaXW59gPNxja35QZa0XXD2YFNFPDPDjzNlqt2q9w1x7I6Kjd6pX6L0pPRnLKn3zqxl\nduUtb2tS6yirMqddGLUkmPErG+jYrDwQElyb6WwzeUjdkBqeJQCiK16c5taU/vj9LAb0nlwxTl9N\n4902DfG9o3lcHvG72s7iRRlDO+Og2i9djC+bLkMH0rhr5uhCxc4Bg7hUM300POZ4kjmmZNu/e1zd\na9nGVTb6ExWyMlOuc98evaPY3kthW/Ma6mzTiWje/HllPZWdFoMTOttY2HYTrAoZyAfLuHs09tlZ\n2etEfwSX2VZZCBUYM03+U3UfA6uCY2eO6Pme/gYH3tOxoYtTI3QmdZSsvGAjYrpxVTY170NF7668\n3Td6mtWo3r1eVzb6mauvcXS/ulltpW6zHdOzkse9VH8snq9a3gBgryXDC2eVIYV/kaXxOU3+fdcH\neaGgzHx8n7LG+bk+yg3p1sBoi/hr5s7vg9MMFfTchGkV+kTnA1577c8BMH3gBqzqs1+YaJF/SXtU\nzz3sYV9m99uyAFYDbexWA4W2bXSQ/rUSshHfQTfL63pfY2SbSFJjzzdCuGqmsMvc4NOxtlh3SOes\n/hxur2QVS5Xo+MTfhk0oWHMzit0cU40WAxSqsulifpvIiJ5X8ZrbhJp+Dg3pWTd8FXpnDLw8biGT\n++iLBHztBp0ZbWk0vA6ypvDQWZcu95c36KybI1ojEZaaSwAsv/s00xXNS+uw/Lq/aSMSFerRLFmY\nCOlZa+ECjk3p2nhNKFklPsBcXhn8Pe29rA5KNw7OOnnPLSh+X1hoywc3vTxbMa18ww06bfGW2/Jx\ntW77SN52o0/EwhsKmcP6V0dJH5BztVkm8JlWfQMjf8QrNgls7OY4AF+NHqUnJahqhd/hge8LWvx9\n1xh/5ZIUbj4mwRy7/w4vf8ecAfvyDq6E/u+vHOLwHjlox7reezEepPdfSUGcgxcYfkGOemPwZ3jN\nRe2eXv0tm3ySs706x/vBRzQrqGQEcf+2610ej8tQau/f5uYeQTOOyhnSxuF9ysBol5xD5Ibl4M/O\nvUKv42kA2lsbzP8bwbUlq/g9dujbtLZMY4kfFTgQl/K966zyo1/I8XoOCVb94mY/4adN0FBM0BNX\nqPCW9RZH3frs5X2Sc3G1xcEBOYEX33wa+J/v4q09u0rTqkV0/6RgNPfCMKW4Fpb5hpdem/4/lYhg\nK2ohix6QHFf2/zKBbS1ODt95Rr3aL/flrKwGBU9eXZRTH/hslJvmEH9kIcrRhulHfHgPXgOBWmri\nZ6T8PO/4tSB5S0dZM60kxy4NsTOrKsxWS7C0pbd6F18AJyMxltY1zpI5v/r+sJu9dv3eKBRohgSd\nRWz91AN6zuKWFoS+RgnbgHgvNFOEiiaIsSWwmm2GkKlsT7ZSlLz6fX+rSMWquXfEK2Ty5izhuMZS\nW02QKmg/PtLepOCSTGZ9VfwGydtjNftNxY1deSvXvWyuaZ7DRwXpjTYjJDbMLS/eMUIDcq6Rhp3b\nZbOHFhTvN30ZYttGvtkB3B45sbm2H9/rmot4SDy2Si02ywoUrgetHKkISl3xJsn2a5FYM8OczFW4\nOWGg1Py7tP0KSO1TJWzr0gNLW7rcF94dtty2g+uK5mBsVby5D/VivarF+OrhAEcTsvl7rAVWTL/t\n6ilteTQ2wjx+RX7np3sXcRv9q0dcOAta9M5nNNefj/fwWkrOuWWbZOFTmgu7JcHqc6pX2PsrWpB2\nqiP82oh8wUxhhH/Wp9vFnrhyhPojgpofSb/EmU8LNv3mLrxVylA30G287KWVMK1B+41fSdWIVDS2\npt9K0eyRh2oxSr1anANpsx3R6OEen3Sr1iyStWvevJ7e//yOPrfsuG4t0rCKz46lQawuO64HkgRy\n4i9uFrr2RpYZcxOUbcRG2ZzjrRas2Nc/+naiWzstaqZ9aV/eRfy8OfsdUMKUJkpuSD58q/welrLG\ndmjyHLaKfs+bm7bG2nYWbdK5o/4qixbZljUTZM+w5jNo0bO8mVmmvB/q0nMMLGpfPDdUxNaQzS5l\nZAvHso7/fP1rj+0g234DS0+WOVAe+0jedqMu1NylLnWpS13q0sdIn4iMd+eiIot0s0xiQlnP6OUE\nxUOmGu1VGLYIqmuYi7Sjk3ECpiqy6LLzYr+gsYnAfv7w24poT35BkeSL7wahrCKnHZeHWFNFEBMr\nHVzmbtjlk4rmB+eus3Fc30/eGYRpReC+zsMs/kfdw9t6VBH1QYosDAvCWi94gR/fxVvRqkj7G40p\n6puKyCJ9dmy3VfB05ZH3Kbyls6rvTSr7e8oS5vy4oOjN2pN4YjpLuOq9j96CYPTjL6iA7JV3PBz6\nqqCUx4rv89ZePTeedVI0BSg+l6Jg2+GfYJ2TrFcSa7x2VbyfOeOinjDnQa8rKo+Mu3D+QJ/1TO2u\nJr17AmxZlUEW9wtqfdUTxuMUVPVr8R3GJiST2YGvMZdRFLrnmim4sPycqlfRcTRzmhsGwqsuv8Wj\nOUW/B8uK5hfTSc7M6Pv5zgDrMWX2Hcdb7E1KZ9I1jSUQuY/HxlUN3em3smRX5t73QILAdxSZhyfF\n78vp3SPV7XaJlrncPmIyalulTLEhnWp7KpBTMchkcJX1qxrPQYei55J9AuvWh92Q2owMaA5aA6MU\n/aZ4ypwLHbW52NpaAiBRD2AZVSYTuL2CzWPmsCY9zNQ6WCraTijkyngyQnXGDnqgV1Dc1paykP7W\n7u0wbY0CwaOyp8Q18e9qQDBgznC7z7FlWvItFNeZvi3EoDip1DTWdtMx5zpT6RQ3jilzLaVaeMYF\nvaZ7Jd8bC36CVo0xnnax7VVhXU+2g6Wm9w1Z9HMuvMVEQKjP5pKLIQNhZwliXzHj3Sf5Fyxbu/L2\n6AtDzA4LIVr8lC4c+FHpOlFz0uH2t4bYt9dUYW/bCT6sLNZp7v5ujD/JhbeUzd/ndvGwOTf7o7Ew\nT85pPDtT0tO5G03cj0i3hucKvHrYdH+6NcFnH30NgNnnZI8Fh5Or0/rsgTNrxLKC+NuDMwwENLdH\n1+/j1nsffR9vO1ihuWQqhiP3ULVo7G1zkYC9bWdQ4iOTGMJnCriqhTIOm/xbJWpOOGyl2THbOCPR\nATB6bfd7sZmuUK4e/XS0PGSCelZsa46KQ37XYunQMsVe5ZRpiRqo4vOZc/WJCjvmMgL3rIPS4EfD\nsX3py5R2dPOctz/BVshktxXZq2U6xd5lIT03e8PYmrKh8tIEblPNH21ornIE8Jtsfr3Yz54e043P\n1mA7J6QwuV9+x745Q9PcQlbxjtAwBZOtGRdxr/xN56D5bMSFzZToeytpYhnxaa/naTl3R84+ij4R\nC2/9oBxGsLCO86oUq/FIkWO3BQem699mbUSCHFsQLP3G5lcJtrRwjK95OLytZ+ysX+eZAUFUzauC\nKeJ2K422IBzPd07jHFGl4vvjVvbfK4P+6WtyUmebQVZK4wD0nNomGVLF28h35nDcq2Mwk8klAM71\nxjhjLi33Hbm1K29fcmnvc+ata5wel7PYHErwUF5KWLDdy+aQeLKOS5nm5i8yGNMNP/vnaixeFO8N\nLlJvaGwXpgWz73/iJjs1GVW+cg/vvqfF+ysTDgq/IiXaKmmaQ97jNDe1oFWGTrO/LtiknPLyA4+e\nET8lB8T8KM7Py2hOpRu8tAtvjbkop/ulcOt/oLmYjo0xeUSy3srZWVwVtHh4xcqRPv3dtU9w+WD4\nMiW7qj8p12isacFwFY5y7gGNp5SQkW93knxp1FwxeM9tFla10Nnu7KfiMP2r92m+3/vuRbzjWhQX\nNmo8uiydemOohS2qGoL1fgVMZ9evcW4X3gplPyPm4qLShmQyPBSi19wwtTY1QCkvx75RPsWYX07K\nalpu5vOzxC2meUpgmJVeGW9fcoPAJTm/zT3m6FGoxMCiuejeFWNjTYtWuzBGr0e/LyTNbSrBGI5+\nM4fbPVRPSO7uVIP1nGTlN804OunOLpyBx+En9bzeVzutxaRg8WDNmOYKkTHSP9YzYqfiJM0+Xq9T\ngUJlaxSm5KhzrTb2eXPpuG2GqDkFEE2Y226yMTxJ01Pd6WE1blp5+nIcMLKsN7VY+2/voTgtHtYr\nPQy7TNu/dAfHhPZ+Q27xTnIf8NZdvL3VmKU9poUzvSC41723w8iPpXtfOlHG9aDqOpau3mDV6KfH\nBIA9F3ycGlZFcXOul9IJHWs7+PZ5bvfJ8a+smUB2f5mr++TIew5B8f9Qw4/Y2QXmTyhY8U/8UDJb\nPYhzWO9aKEdprkgnR8aO07iixXb0C3Xe+vn6XTx9SDvpBH2mQUmmXeSwVz5vsSA7j0WD5O0mkGjl\n8JkjlsGRKq6afEjKIxsL90Txm62QeqWEy7QbTVY32RuRHmzGFeS3Wl7uMVsaW6EH6Ktq7HvtFjKm\n8j/dkP7beybpbJikoemltKb5LnmTDPo/GmDNBdzUzRWtmXUPHp+CCW/bwMCzbq5HZVvxbInWsukR\n7V7EfmMcgMCw5iLts3DcNLdIx51Y7mgMlX43A6OySU9W47Z7J7G/rXfshFcxt37SsN+hFdX2Q99l\no7+xHH0D0vvEXJods39vu9XEf/Q1w8k/+Ege/0vqQs1d6lKXutSlLn2M9InIeH0fKArZGoDSEUUR\nD55PsW0u254+cZjLs4ogz35BVb2FeQvxN5W9zEztI7Bfz9j+sZPzR3Wmqj+sqkh76SANv4Fl2tfx\nOgQhOO4cYd8VQatDbUGlgdgmo48J5nj/5kHi7+nAf/OpALPfU8S/+mW9d++rY2y1Bb/NbJyFXW4n\n+r5fsJT7G3XObz0AQPi1ZXofVXYb8STYsigaP3ZR2cL52B0en1HR1utLacZtf0HfeybG0bdV+Tfh\nU2b7r18+wf1xRYcXj20RzqloJlO6xcCbgswXH1DR0eb8Ta6a20medVS4HTKZQdFJ3DR7KNgViz1l\na3H9+4p4k4/sfvNGZTKBI6HPhJ9UpD50oE1nRXMRXlklYCqCa7YdJg7oHZfaijYrt4bxf+bfAjD9\n/oOs3FDEGv3GBNWGgaisgueKwVFm25rD079/lNWv6taYlu3rtJz6zG8LOODLo/dzriWI33bkBM2y\ngX8Xe7Dep7m1ufWdW+bGoz9L/TTINnbMGMxtNwPj7NxRUYznco24Q2hGY6JDqqrxOgsGnuvtUC8o\nk7H2rTO2qPS51GpTMeeOWzcV4ecG8qSnlX30p1bZrkreocFVEhZlNeED5qaerVt0Zj+8uHuG+pay\nWnszSrugMXRCmpPM9u4Xj6/5enGclG7k6tJ7b/kCNnMDUu6tJkOHzQXxSSh4ZC9F9H9nMY7lsjn7\nWJpgu/C2xntihKC5FGT1kLlJJgEBU9yXt5Vwma2DQVyU+syNS9dlQ65gjURdMhmNbpDfFO/FyBCl\not4xbhPS44vtns3vm/DRTshelo//B/Fw5RJvRJQVFvccZ3RT/mEn0aJ/VDL7YFVz3O77gNV/+4jG\n/uv/Gs8t+ZDvxfqwvKnPTP9fQlg8/2CBQyXB6JXNRYb7TLOIuetUml/U373KtortXobbmvcH02vc\nGlb2vJg5SGLqJxq87QE+f0gIxz/chbeBip+kuZzClVkj2ZKuNU0PmLq7hnNc/2/V4nRqssOYJUbd\n3Dg00pH8bP5b5IuS4d6+HvLGRsY6PpIFfaanrv/HGi0qMflln2Wd8JY5/5tpMeeSrvX2Sh9sqRTt\njua7p2LFHtczSo4m26u7zxmALTGE26NTCd494/hvm4YnrSU9y+/Gl5bNWhwuTo6ZiztSU4T3SwDW\nsmn9WPKwZXaQ+gJ5Qk5zEqHiwRLWVkd2+8MmIUVCE/KlXmeVnbBBTgsW3Muykc1JIVMjyy2ujouH\noexBesY1nkI0Q3TO/ZG87UbdjLdLXepSl7rUpY+RPhEZ75UBZREHvz7F6L/TPsjMvkn2nFM2On9f\niKdNVnPnJZN9dV5jeUwZ1IPH2/zRt5VdOI+UsCZVuFD+ubKe6jNRXBVFacHECK/vVca6v7XAt1cV\nLe08onQp506z/arikb/pm+f3o4pM29cThI7+KQDhW4qom46XSe/RXqK3vr0rb/YJZegLuYf59cq3\nAdiYimAx2a1tYoHjYe1lWY5rH+v41mMEsto/DNhH2HQpqt64nqLk1v5L5rb2M62PDHG7qgsF7p8L\n09ejvbtzvr3ko4o87e5/CoD/vYfoGVf0ligP4C+aKPetPdT3KyN7Pa6sc7uwl+gxI5PW7pHq+tz9\nHJlSd6wPVnWW+NPOG7xQ+hQAzidP0lxWJGgdWGBjTVlUsKOoMvVghmHzvZ9e6SH2mKL9wjsBzg1o\nX+WxlP4fLwxxaEC7sanDRRwfaD9tYDRAaV4R7cGDGudWNkt9xTRMb19hflvRc+v4IJaqxpArmo5Q\nw7vHnvNtB4N+fc+alfzDV+/giWk/cjEYY2BeWX5y0UskqHcX8tLJiGWTpF86Zy81aHxYhLZep+NQ\nPUFvn2nZl6mz8oLG1ezLgzlW4V6zM2yOReWTGkNPxMVOXBnoRqpNT11j9Dbm6A1KpywBZXdN995d\neRtZr5Kz6XlBi/avB3u8ZCzmSrmqm2xb+mAfukY4ref4Z4X4JG0ZktOmmOZmCvsxZeOZ7RaeU9Kp\noNFv79gCGy3plD1rx2MKjJqWERKrGqd/VDqyQ4NTRRVBztpG8ZkrAuO1c9gfUobiektZzcrw7q5r\necrLrYy5PnJN9jSaGWPthDrebb0BYyeULWWDbzF7QBn4Z16WX5nJT1L8K5qrG9kzDEY09gfnC2DV\nu6N/qr3j5EN9RNbF7417D5K4Kl/w96acJELyXVc2lT32JReZrOhd2/1T7JTlC9wbK/yy59cBqPM+\nb0z9VcPJP7+Lt4K1Q8SieWtHBrB4pHO9JtPrq9UprMnmfa0cO0Yna51pGqYuIOrUT099gFZH+71D\nhSYdU1zlbboJDcn2dsxZ+tyEG2tROjvccdO2aY7avUM82dZnN82Z/7R1h1BJ792xtqgaxK8/NUI9\n17yLpw8pxjotm2x2a22aiEe+u6cjn5B3DdBnjuxUa+eZ6VEhVmg0Sa9b+reaMxcyTDtxmtaY/SVo\nm/uK92S9RFZUO3MhLl1vs0DJqU5v5fYG/S7V/NSSfVTNRSIxrxCZSqjK9Kyy4Ja1Samhvf5wI8SG\nI/mRvO1Gn4iFd+8Z9T5uf8fKc21V8B6xwze/IBjoS4nHKd2SUOdN9fJht5tcSjBw7o3jnLLps9m1\nNBfLrwEQOqw2k6m3r7CKIMXD1MisSVniA1cojur3+9bV6OJOvEChJiX8f77iZ+iP5Rx+drzDwef+\nRwAiR2V4SwMREi8LYjnZs/vNG4U9Ohd2z++9wps9gpfZehR/+HUARq49zXuf1zP8W4JgT67+Ebmy\nFGS5PcbQARVo9F6xMH5Ebet2xkwFb+0We82F6w3/IIUx0yP2dgsvMsLjv6W7TvKfqVFdF8z2/rSX\n4WXJvfmZHTzbcqqNAfGW78zgymoM9xfs/PtdeDvV8x6dnJ7RZxzYv754kzN5KeEDlW1Gj0ipz332\nBFM/0Jhf33gFgC+8vZ93fkkL2anL75O+JMOzT2Z4xBQxjHhleFuzBS7/whTAPNiheEhGaF+6QPAh\njWG0KENYqXyT6oAcVH1miPoxBTYHlnNsmNuvRsyF4Udb1l0Lx+LFAoW2FrWcxEjBWmZ8R4tlqVTF\nMiCd8u+kaezouQGfwdZ7eimlFQRZ2hv0bWlh7fONkNuWHjT6zAJAHdeAdKDXUqW4Jl2nv5fcqhxI\nxyKZ1pd9dPxaeMdTe1j2S+9SsR6COQWcfaYl5axzdRfOoF5zY6+JKa9FsrFmWvQgKHUg6uPdWQUN\nA7YITb8cUOZR4/guBBksKuhoRxZwmvuenc0CuasKaHID2hLJu2OcvC0n9/o+OwevS6Ztbx1LRe5n\ntCw5jJ4NkTPbBRM1G+seLXrV9hbWtPTE0S+Z71zb/TaYwkQdf+SfAJB8Q1sByYgf58VvAOD7a99m\n6TvGue59jAf+VAvjlZOyvaFKmty6tn6+uHODhZi5LH7hDtX7dLb8BcsSAMdIEO+YM6/LCTIRLQCz\nYxssXRBv8QcUZLrfjJJ4Vt8bnnmemkf9wz2jX+R6UIFC3lnG2vhLu/IF4K8PYGmYG7EKfkyXRvym\nSK3QSVIrStZhvw97TsGPK7xA/LbGwX7JL9RJ4guKz+WWj0BbAVEkHqHmku0xIh0obbZpNKRLbqsL\nR494215OsjEo/XMmzTlgu5tCSOPZLmbxbMgGyqkEmPP9u9ELsQCP7eh7ztQFSqZKuNqS//RXw9RN\nVX2wcg+ZTS2A/vgESy35aLdN8u8rL1GzPwZAc2CBalr87Dye5dpbGvvRuuR42+Uiau7Y7fcFaRRN\nKwiIwdIAACAASURBVN8hG8lrBoKelz2NDAS5Oa/vd7J5MiFTMOmNMWDv3sfbpS51qUtd6tInlj4R\nGW99TccCTo334+1RdB289SbfWFKRw0LVRu8eRRf79ylSubaYZ95E6NHFNVYHFMU2w0lq6ccA6Cv8\nJwDa/RPETAWCDT9hBJXUHn+GwKvKEn5cUcbxmysZbh8TvLnwQxeZEdN+cvUG2WcU3S6adm9PrLe5\n9ajO4NouvbIrb8FvK+Lb3nIw2GNuFkmP8VBD0eiP9hd4aEY8Wcy5y8To/TRaamFXOlAje05w407P\n/TRQO0bbO6aQ474K6bKprph9m4RdY/98rgfvirKwRdMi786+LPc/r8x0Plog71e036g3sAcE7Tzr\nM03sj1uotZTVvGi6Ef1ZmnUfIV9TpuDc0M9n0yUuHNd559Hxe1kaEMxTfsPCFXORQOWsotjskpWH\nNxRtXqjbcewTfDTkTJLYUQSZM8eunopu8uKWKXyobPDsgqLb7KKFN5//PgBPNM3Z0wdiHLv8LADL\no29y1ISXr2U2SdwrPer/hbKp7KMDu/JmtzqwmQ48PU5F9aFymbRf7xiz1phfUMrR05Ontq7neAcU\nlTuqMNQv+aXrHXLmbGS1d4NQQ9l2Iq0MoN/lJW3T39bqPUSsQh1qGRepqJAcb0cZQDDVweWWbNK9\nG7TNTUVDhQqOgrLCpMmA+p3Tu/IW6KnTXlQUnzdFdUuWLL1RvSNZbNH7gJ5RpsXAovhvOmRvkQkX\nWxbxkxsf5LEdvSd5ZImiuQe53yb5tqdrLNYMymDL4T4sexnbDBAdNjpcF4pVK5a4bgqGHulYCfrk\nnoZaXmo56eDNhp51YHp3aC/7rbc4+NCXxednBffOFixcv6DtrOj3DuHu6JhIfGWY5/areGra3Fcb\neruA+7AyKGvn09R9uqmoNNCH64COyXzGZE1Xhly81i89a73d4dj/rvPVS1em2XN5HIBOTIjC0NMj\ntK6Zloa1Dv/WK/v/Vc9zvBmSzd5zI4v38P2Gk1fv4i0T2iZekXyilSvkl7QN1tynzDRrixLOS/7L\n1f+PvfcOtjQ77sN+N+ec48txwnuTZ2c2zGZuwGJ3QRAECYKkKJqUyCJNUVZZJZZMl4qyJdmSLRoC\ngw2CACkQgQAX2BxnZ3Z28syb8HK6772bc87Bf/zO0mXOHZdULq3XVbf/mVtv7v2+0326+3T36eCE\n1U6ZriUMUIqBHKY4ebpmMKFd5X5LjFFoVKIUp7mORpqyVe4Ir9KqRzlD2S3Ek+h1qK967S7iCa5H\nKaYzlEpNdJRcQ95QgzFD/i14zTDI759c5XF2Ua1ybd2OEvU8rwkCBq4h5ZKhIDp16bQpSLkcKGFH\nR81ImllMGSqn6tAbz/ILun0onWP0ZWjch2BXrEEjrlqScnTNlIFWqYxShOdPamIHignqpmqLe1jO\nmdDIcO/LUEJW5nsVlUnk3P8/bBnZDjHstR5U4XKGB+iD3QzKBoY/hlwFKNRUukuvU5lJOzt4LMow\nZnc0A1udhepYiiN3OAQAiAjl3OsmUAm+AACIJ2XwfMBwzsXHF+FNM1va4/l3AICs/IvQJBneNFv2\noXmODSBeCwYhC/H+OeDk6K5r5aMwgO+Cun8GqanCUGHxeaC2wzrgkdmzCIl+xfvT67i0QCX4uUe4\n3ruxf4K5fWwCUEqqULCQMU7EZWhcJ6OviWktkch+pKbZq/RR6RyOXuMBIJMosdxj2Fk5ysPisQ89\n6J4hYz1WuYmLp8h8+Ys2uLo8kENp4qPZteBzdh4MpUr/9nyJXRU+7yX9/n2MSkd+oAJthHfgRsUN\nVMWov/TaNmwONro4eo7h2ktzI/iSjo1AgvM2tKrE40rNDLkY8Tfb5b6/riniQJ5K8rI6jLOLfJbR\nm8BsnTSJGmg8qTb8aOq4h51cB/oNGhON0Ri8d34WAFCY5R16b71/wwK5L4tukgeZ1iRCzpkuqqAi\n0I55oJjhIVusB+EZ5rvNZtI3Uu/AkKKQdyVyxPyktSXnQdXOsLNKRQXVSmpQEMI9ZlChrSCfaQth\nzIts1FyTSiXt2ENdjOdztGrQW4hbqSeDZkK01BR1s4Vo/zFskXwb0oNiULteNLHI5wE9DSJHNoJS\nnMalzFqAzzsMAFiMEHev0wVEuIdjY1bEK5TJeFmCx+fJq2sNfldZG4G6R5rUjBKYpDTQKiUZchLy\npeMM+X8r1cUhK/kwX9PCJ3ICuh09xsTh0i6TvxUJD4A37sFN/UtPYOcc98KxRO3cesQMp4zPnTwa\nwQ0bcZ9/dwvRINfw/ts0/n/h793AiThD1EvmJRiqNGzC7QMYFrkEb8RpuPvSKZx88i8AAAtzj8Lf\nIs99K/0khn+TWdiabfYUULxeR+SnWb8+2XoPv5onbvWSE2YTjYKk/IvIf3D/Ot5gT4Z1iP7KcRcs\nBtFvXNRfj1esKPe4nyp3AqaQmD7mLyEt5e9UceoYszWCeJz8J6nkIbNRxuMdM7pV7r23yD0uxKOQ\nJEi/oioLVYvv6G4vQtGmIdTI8mCXu9vIifyJXlwB6xRlyKUPomQM3xe3ya04ah3yQaubQnmN79h0\nkeZT+iqGNDyYzZpJdER701ZzDyMdhsxvOLmv1uk5uFQ05pyxOuZcPLBvXZDAbSD/pZNct0IthVn0\nZQhrkjCVyKvl7R3kRUWBIkRd9I58F245/2avdVEocz8z23JExaH/nwqDUPMABjCAAQxgAJ8ifCY8\n3uDDDOfe/KAAT4cWaFH6PDpnRKbw3+whI+aD+iu03BR4CIUArZcy3GgURZeaiBH6OkMwUhetxwWV\nHD43rbvZCwW89RzR/s2/tmLjBN8xmmfyRXQjAuUxenEh2UX4Xx7m727aMPICk7niaTEzM93D3q4I\nmyr6e4XpFxiO8PxgP3zDDFtFw2oMBWhV9mJTGP81evnXCvSQThcfx2KI9ZWj4QuQiNB2xaZDZY70\nmZmmdWh5LYxJMz3/tKyM9xSkg8FfwvAOQ1s1NX9zWxeFXyT/LJQexNAyLdCR9iZuK2k1ntay5jd9\ncxt/JEJg5YPrwF/fi9tQ9iJ+cIzPPmYnfe2baiiepTe5umBE7SwtU9v4Y1jRM4O2tMiQ8uHZLax+\nl5atfWYN9Rb3Ld7cxdz1MwAAuZHJdp0esDbBtc8vPIm9MWbhnD0fQvsorepTYtarbGYB6hQt0EhE\njdcepgUuq9yBrcc98NYZ6osZN+9FDEA3qkdDTS9LJeiv8NXgcXG/W6EkfGaGXiuNdYTFsIg9UTvp\nLHexZCCfjNevAaIzWE+2hj0xxGBcQd5rSqTQyRj1abaykLXEjNjhNpoJWuDKKusPa71ZTHfp4eRj\nBijcwiuXZtBJci/yduK2d5/5pxp9Ge0y5SmY4rNSXTssba7HKJHDFOAae70JbCgoZ9NG0S3swDZm\n2uSNnUIYJiVpYlGHIVMyjOuL0Psue7RQgr8vzI6gc5PPaD4eg6pHnrPv0SN5zLSFmBiqoVgLQXuM\n+7YVNqKq4PMkVtKhKzvQFzf5GxdweIZZ9XceIO+Fkl0c3kePzTBSxYt/yb9fOfoEJmv8bPpVMaXp\n0gxUBe6bVf5jpNYYKXME/xeolU8CAA5KuZbGb/wKtj+iZ+ubUsKnJs99+WAHltv8bJijF2Y2S7Cv\nwYhNdGsaE5MMKXcyXSQaDIlPZi/DlR/uixcAFDw6SBaEp2zbwGKM+20W9eIbEjPcWnp6BZ0aHYjB\nGnk1tHEReXOTJyIr4zCqGFJXqoBUjjxeUKXhbTLR8o7Qo1VZFA5RTVGJlaEXfHXbIkVxlUlXbQuf\nr9iKIikT1RIdK5I3GM5WuKTQGu+f+evyaxHL0AstZWyoimqD4SL3LRFooCpky9jZRrtLvSGvpfC+\nnLxwREzb6KlXUFwTwy+UDSz7+FwLUoiKARpKii5uFGSYlPHKIxxTQTpL2audMyErImklLSOvmcRR\nlMSgBpXSBLmBESX3w1J4aq774tYPPhMHb/YiM21P2NSY+Mci5PE1DV7NUrjVLkApsg4d36WgXPJK\nYBZ3l4eWgZtjZPTJbgMbKhLszSCZ6ekrh5CskZkMY1/GS/MUlqXmJJ7OU5mfbYr2dWE9HjvBw/JZ\ndx7lItvLeXEFl/6QQhiZY1j1t/JOLBygEI7k+mdZNhYYprCdSiI9KiaLbOjwdpMMKZ1dxMx3xbi1\nk28DAELyINpiWkhioguPi7+zq2/gQpthT/nHVFBnJrLY7ImJQvZRzC4wDGY5NgR1k3c8KTGKrZto\nIjlLYXtwdAcrTYa+c8dWcOy2UI5LNC5UXynjWIZj+n5cHOmLW8H0LFxW3kWr/0LQse2GY4330F7f\nHKJiGki49Q4KZhoWDwV5J3ghl8fMHllw1XASp4eEgjeNw9vgfuxoeRjEcl0oblBp52VbMH0kDo6u\nErYan9sS9yythaexVXgXAOA3d7ElWm4eDz4HR5L79Y0OQ7vTvf79jA2KNDR2hupkoimBpOdBW/xe\nbdMgJkJuFdhgEndDZSeFVKbTIVgQofyeDdqGmE6UqUNygHuQifHQrOgNGNKJu7lMGVYlhVhSlUOV\nFA0RxLB5nyWGapyfNRMd7DiJe3B9FmsTpJUsKiav6PrfOxkUdkjrNDgSWR6w0gNVBHI0NCRGA4p+\nGgKNmhSjWSp4o4N/C93VoXGYSnCva8JMj+FL5/UMXIzSIi5GUnqaMkROUR7NdRW0IivZXzuA1Rrv\nMZXmYT4324EFPKi2psZwVIQvDb08umX+riuyR+XFTF/cJk49hV0L8T+6zANJ5XFB0ePovfG3Irj8\nzBMAAKssC6cI908tUgf96IMD2PcE19CMDcP/Ig/LJfkfwHeVOualrwhFvbSOj8ZopEdMC6iUKZvP\nN2JYPMbDW9nh/WLqYxvaVCXYtcwieJN8tPbSNl6Ikc/OzlvhOirw+pf34mZpyLBT5h7JSj5oFNQR\nEYiM+koCq+JayKdWYq9BPlJpK2iUyXOVHe6LUaqAVJSlFWsFNAsMobZUMdRT/9eQeQDI2zroJhny\nTbR7SKdEuVqyhVJb3JlGyU9JiQztBOmXs6RhdQ8DABT+HhTGffciJcDYOI6rOepoS70JR4/Pc/ZI\n89XYMvJtVi94U3uAnXuslOugVlBP7Zp5XqTvmOAUqRsy6QrsMZEdr3FhU09nTCUj7RQ1F5JynhPq\nfBJ74mAOyMKIFJnVXGpwL2u1MBSXiZv9mTZaC6S722tBcbb/tc79YBBqHsAABjCAAQzgU4TPhMdb\nXWWo4P3Td4D/mp+tk8t42CKmXMyF0Nym1dKYZ6jl7+e+issmJjZEustQHqdFtmM8jetFem2/I6Y3\nL0/PARvMSOyMZbH/bVqVI97zuNlg8oNKeKzmfTa0REP23k0XdEO0TFVDJ/Hydb47L6Z2nBtR4Pgu\nLafLKlNf3GzTDMWY9k5h9SKTL0b3pxCMMdR0bDWOnYeYGTlWoGdpssphFmGgUGQCRjF4uivpwpGn\nxfXQFK3kWw0rTrRp5X4U7kHyZXq/NxMNeB3MovabibtDMYabqxwOUNN9D+E0PdOZVSkiQ6Rf4yjD\nNfV3vdB7RQbv6ibO98HN1SzgwFVaiOs+tsM7oZ6BXSRl7cRjCCi4B0atBndX+d2VNBPWDL6TKIhs\n1US8isUsk6u8s04sahlibi6KpvvxVURl9Ignj3VwO0wLs6FVorQipkkVmUyjsf85VFcYnTDPfoBC\nlfuZm30YqQDX8N9UiPu3qv1nhCZlo+iU+DyFjlcB7pwbeToDkMslUMUpPnJbAE0v99kiknhSUiO6\nwRAAQF9SwlXkvkWmdLBVSROZaAIhi6gQEfN4J90lRCqiPtDYgNvCv8dER7qKzAyTaL2Z38tgX4X/\nv6JSwBXnejNVeiEqdf+JKWFjHY0YIyZ6E9d1JNxC6oygU6qK4ylGTgoKBQw+hoTjKnoAMtUIVBHu\n96G2Fr0ZhkoznuegbXNt6lnSTNEqIneL3tSQ3QvVMPfw43QM/hJlTysXw861arRFOFHZtsC2y703\nKi7h4ynKnIVOGFqK7b64NYwGlD6id7wn2kQekyexnhVe0VeGsfG6GFYypEWgx6sZp4r7NveVd5FS\ncXDHidAalq5Q9oL783gwzSSobx1kffuMbwEvP0Des74+gw8P0sOOO3qY8FNX3G5zr59M+pB9idEh\nzd0GpFHK26nQEs5OPk5a/kkVByb1ffECgJ4+AMyI9p2X05BW6Kk1tCJBMFJHWs8IyUYzjUNigo8m\nokYiTE9vVEavc8+ZgrlLWhelbchb9OxRbaMq5X7bUoyY9XYDqJjFXGHtAjpx8knnVhp7oulKwEpa\nJ0t6JERjDr3ZDJdFJEF1RiGTKu6LW2VYBvVqUay9hFiV+tTooK5u1F3wdqibGsUmZEoKRErZAJqU\nI8kyo1jDziD2jHyvakeNskiOjBdvwSYlf1bEtK9uLoNmnrwcK1pR1bO/wutZHT6J8+UalKMxaxbL\nNupX3aUsXEIOlRM+uIy+++LWDwYe7wAGMIABDGAAnyJ8Jjze7n7emTrPSpA4Q+ui5GhiV0NPbX/W\nCo2LPldJQTvk2+VteFZ5oWT4BTkSH9Makjg38WKTXvNVLa0TzUIe+yZ5wbKyfQNbbt5Vue0BWNaZ\nEn7LwnvdRycaqIt5psb9Fri+yWdc/fUdGL5KO8V5k8lMPxXbxaqJFuq4oX+NWiHIO6COZhUPFemd\nHPp+G6nfpRXWPD+J0BIt6QeXue760CVIH+Z95nQ5DcmsKKUwbMAm7jY/KLLG2R6o4OJdWp3yahWV\nCC3tCbkBcZfwMLfZlcscXsXpQ/QkL2w+hGMPiEb32wm4HuS9oeI1Wm4rky50PqRX4RsP9cVN6jIg\ntJ8deJ7M8fdnbygRzdOrhv0fwVFm6daCpAOpaAF6wsv/t95V4BtiuMADbi0y6/RUUm9cwhUdvYA5\nMaLsrqoMhYV7ET9XQTrM+5ye+i2Yarz7GT3K727FjkDzND8vWY4jnud+FmNLCLXpRZXmeP85tF7o\ni1sy0cIpUQCsbA4DAKqSGFSia1Si2UNpiHSfrsrRc9JLqHboZZjibdg0vFdcaqTRq/F9GkcCmk9m\n+op5s+qiA10pPU+bEtCIe8zlmBqFAKMZfjF2zdxxYrsh5vWaZ5Ct0ZPRQo+sGJbRLdHbXEv258lK\nVgWzgZGcapfvTXlsaF8VNbTDFaRt3ItEzgenmMXq9XLdrlIbraQYrtDdRQdniIdOC2RJzyMOMYBD\nr8bohLhP262iKyJDM9Zt2MRQhqyVdDJXzmPWR4/sbHsXZ7uU/4DZCWdMeNUVrquqH0G/Wtf9shSu\nHqZMntQxqvTNyBqeNYoynT8I47EvU+broS7aafLGovPnSBvbDzEXZuLe+a39mHyI99drphTWf49e\n1mFRK+txHUfiFu9w8/PTmNDRQ6yWY6iH+N2VIHEzjD+FD0Vp0q8r9vDuJHXX86oJyBP0wDu/mME7\nf3X/7k5aqxzzm9z7txxtOELkP52B+qE34oBGlL5oNjSIiIQ063QGZjEiMjQpOlt1Wmh0qHerqSNQ\nK6k35I0A0hV68U4rPeK0KoLMh2KIitsLiOEqaUUJUNNLvZHjunL6AjwG6q6qUoJKkXQw9pxQTd9/\nkICsVMWMlx326r115C2MRIzc4rq+q3RBIUb6+SwKZES5kD8Wxq4YaTgtoX5YbOeBTfKWs9FAWSe6\nbuXKuCb7pBSPus1bk6C1S9lUjuZQVZA/vXtKFM3UTRIdaXcnoYJadOraHErD02PkwzxqQHepvx65\nH3wmDt666BmsOvgMJBG6+s2JZ3DgR6LO7KkKDuaZKBDTiwy1d19H/BCXf2MngLkRJokU7ihwU8ub\n9U+GX08GgnilTQF5yDgDm2YYAJAevYZwk0L24honB7VyOqhEqKT7ogo7p8m8z1qHoCnxwv+8SJJa\n9Klwe0+EOc8f64vb7F/QILj4eR+OGWlUvPHgGay+QwVjeOA6VK/y85XfYYJHcNSFwPtUgnpFFeUL\n/N2FfXMIqhi2i06y0aH0h25MSUkzzSk7VuQMZzdqR1C8wGkfPjEgvVsZxXfAw/ih5gWMv0WaNQ48\ngNfPkQ7mCJkpPfweFArRDlP5AoB/dw9uO70ibHEqxA+qIiR8uAfteSpE88QB/O8ZhsG+kG4AFiqV\ncw6GdubGXsOzNoY8owmgWuMeDQ+/BN86pzN5E8RH23karhk+62u21zEFCn9ppIFqnSFqS5IHWTw0\nCusBHhbO3SLa2/w8Iu1AcYIh1IqoU71o6p8UYZ+Oo6ajgVZvkQ8tVhuqm1RsXp8SzTBDwjfG5JgS\n/YGbJZH8NizDbkH0cvVlYZLRMOmF3EgJY63VEyFsuQxZCcPEMZ0f3TbxcNWVsDAPELkZGmWJtQxs\ns9y3dg1ImcQVTC4CXZbKcUPMiB7rGdAvIDtqjSJVo6JQJ5joVrAnMS/wXGmNY9QsJr5IFVC1aFSU\nQlTUMy4z0nGRiHVgFHtV8onbWIRMzb1tVmjAFe80Yffw8DKpZUhJSJPhjSkUVGKWcJQ0HbP6sSjk\n8VBTh2Edjexb9TtoiPaRFhvpKxH9if8u/MdQDP6mqDndZAb7gSE1/spAhXvkYBfHlMRtSp7EbTBz\nd2abvOVu25EUvYYbv9hGxkZaP3DuLHaHaDDartN41ZXN0BaJ2/ajDtxtUxf8VmIUF36OeuqFjRAA\noJ37U4zGqbTXKh10R0iHrfIyRiOUi72CEf7P8fv4nXtxM0vVyJp4MAzl53FXQt0SbpL37KUU9CIk\nrKyWUa/wfTs3DDCaRHZxhYdQya6C4SafFR1dwVBHZPv60+ic5x7ecVFvVJNFNKfJG7pcEzti6L1c\n0UWxIOphhcHpbNjRM1BmIbWj4CB9HX5A57x/r2aFLIiuhdxqyuxiWsVD9I6GPPKyqYPNFe5RsmmF\n0suDd9U0Dr9oM6rQiEYv0jqUap4NNVUXLTn5s5XrYshA+XfZuK6NwgqqIkFO1cqhss7DPWSpwQTq\nBq1oWONQWlCvi79JH4BWRRnY2KrjwETwvrj1g0GoeQADGMAABjCATxE+Ex6vepMhMol5Gz07LYre\nXhjSaZZmuGyTuGKgFb+7zISh2rQFT2b4u1Qyj+jPCO+3EcM/3BUdXUboJZcnV/BQhN/teZZhF9M3\nrv/eLJ47wUv2yBC92JTlHA74OEvze70LOOJnB6n0bhGu6/zuZodhkPJYFc6rIQCA9sB7fXFbeoqW\nefriDWSP0CvWKPTwnmQCWPhOGw++KDoviTZ+2bNaXJxkaMyoU+LpOVroj0UaiJ7muIKnRb3fWnAK\nm+MMqU20FlFunwEADK2EkIyRVh01PYCxXwSiYRFeLh/CKyMiZLawg/wp0qRepNX+pdIB3DpO6++j\n6lZf3BypG9DOkG7XSvSGhuVSjKoZin8/34a/QW/+evktBIu0xjtN4nvle8+jPUNPb907BkeadI01\nVqC0MlT07aBIToudg6PA6IOydAzjRvLDt5bNmGuI7lYxWt2+wxXYyrS6ryVHEHycVu6WxYf8DUY2\n/KJm0DDbP/y1kTJCVaOFbtWSZnFbEKogk0gKLSmsDq5hMt6CWUKPIa4Rs0gzJbRsot1deBhds6Cv\nVA2jgXSFjLRrZLUo2EWt8LYRLVEGJFGUseegp+bK0fJPj6fQFcMbalsyuGf5Oa3tQETEoKjzb9ul\nXF/ckDRA0qNs2PUiAatyCGExp9qVz6PX43pb+iHkRPKTYoweUmzXC/mkuNopeTAjSHilosNTojwr\nLhJ38kFgn6g13stVEBQTxZKqFvTg584c+f7u1V3IRM1lZSOMdT3DtM6OB81t0apPQ5pK2sq+qH3O\nOIn49psAgMQTXwQAzGu/D/MOIzLDD5uwfUOkzZhfxYc6XlMcKv8hAOB270swaoVXJHXA3yT9Db/0\ne8B7nB1teJQekiaphMZB+T7Y/gaGauStxoFDqBY4lawQ5bucTiXsK6SpwiTDg6I+PVfuIaUXod2c\nGRuv9i9LBACdwgSHmmHcXUMGPtERVJMVbXajMSzZ6Smaywaks5SXmiEElZX7XWiQf1WFHmDl2tyx\nDMoK6raCPQajiMg06/R8G1k5emrK7EY8ioaNvK7XKCDPcx+UTcpgw53FkILvMvTssDoYEbC5TbAl\nbffFzWSTwJIRrVDnR6FdpvxaRcShYWvBWqCM1EoJZIzkh7FcCXvz9F5zTdZ4t2WjcHREwpSqjM71\nT8rvutBHGb1Zkoo2vWNGyBepu2KJOmw2yp55WA802G8gEyNtrE0plFZeCw5NKpFRcD2PBpTQuSz3\nxa0ffCYOXss0GXlpN47HjpGRi8VVnNQwXPWTb7SR+jwzIPdt/xEAwP2kAaUM7xcfCBbgDDEMfGCn\niAsHKNAKNUMTM1Iv8hFuZG98CAvneAA+eVCHn+wX0yY6jOn5mxac/3OGMVW/rUNMyVGA+R85sHxS\njIkS4W7Jh0osRjmxRDpiBvD6Pbh1t7gGe+9hlEIMj9yZj8C4xI36ouFx7OR5CLeKZLL6aB6OVdLh\nvbFZHKsRt+WiGZb8GQBAKcGs3GahAG2MApY31OH5dggAMPYFGaJfprK2vUXG+2Axi8dbNGwy0lHs\nrhIP0+GL2HeNBsa1Z/n/f7RyGdY7VJ6qTn82iZlnUbhN4+hoS9yb7cYBKY2G8ZYSS7VvAwAc2iOY\nNIhs8BYV0MhIEWFR+2hJ3YErQVqmCnHMjrHd5f4ShepK1oQj4q6mdkeF9cMMx84um2GKMdX1S08y\nHLt9pYZbYa79icfP4p00n1GZkEGR5b2hLyvuofKxvrj1Si3EtdyDRo+/HylGkDfTgPNKb6OwTj6T\nWi1QiCYG3gaVUslThanJA6dkbsNl56koiyuQFwaIRLS6a87l4E3SuNq25TEhyF1SuSERGe0VA/dK\nE6mjoxPhxDkNcls0CrQGYEstWlQm+K9DHka/9iB75RJsNYF3h8bZ6L4YdBry0c3sFB408X3yyFyt\nvwAAIABJREFUIGBcEMPnLXxaS15FWbzLkC2grKeiPdXYRqvF8FtnmDJ0OOdETtzXzXd8iKfJA6OJ\nInLikD0sD3FdI14UV7mXJYUWJtHzt9XbRVMY0Zk4FWPyPg1raq0y/EZeXxTWmLeR0ZShFm06LW+M\nI3WK8lC9eBK/7+NB96NzNBaH/9EmFjdpeNu9/wI+UQUQvvDn2HyGa5j4LqeFJQ0H4TVTXhYTbRwd\n5qHWjV7GiQ3y9ZUms4U99jBUVsq/fftxBIbIW99RbUFz+3cBAGOz70K/2X/KGQA4naa/vQbbNhaR\nep/PcGuE3pjRQL1BfCS2HEwOfjZpNGgUuJ6Gkv9aq0WkndSJWxIr3An+vR5ToC4mA8niNCKV6k2U\n49R9ZvUotC0xmlQNOEV1hVXc7cenJWiAPKD32WHJ8bkmpxzWB/rXzAOAddIGWYr0ta6Ecb0ndI9d\ntBOFFpouaakf78GiYY5HvlGEpkheq4h6XZOmjJJajNxUjcHiJK+Xskq0jDyQpeuU6V69jGiAe9gZ\n1cCQpsx2alqY66Je2cZnSZXrMGrYnEWaTWBiH/McupYypN3BdKIBDGAAAxjAAD6z8JnweM9/zI5N\nJ16Ko61itl8r4cYPRdbntKeIoSot8/rhLwMAIjedGJumV1SIurF9h6EkhUmLp7f43ZKZVohXW8EP\nj9OSeWw7B12JluBV1ZtoL4pJQ05atsn0Ik79PL2MvQ03lpL05BxfvYvzWVqCwRyzF83jQ3Dn+Y6Q\npH87tF6LXkQ7WMPBFYaEI8ltzNroKd5yRbEtZTi2eUw09n5dD1+MYZlxaxjbfnoGsXgVh0MM7bx/\nnLWGjqYStjq7NLV8w/jxCeLTVigwdZ00sRf53ItSH/69yBx+rnAFCoewlIPTkKkYQqmv0Cp1K09A\nqaX1Xb2PEZ7DGqJx0nrf40yyCt6tI9Rh20B32ACFgQkToXM+dM4weWq5zKQi2agS+p/Qi3rnZ8bw\nqAjFKaFFfUkkdnQZPj4TPIILNxjycc8uIWIWQ96dfhiFJf3BztcAAHn/szh1gB5tJXIC7nwIAFCo\nd7Eyz/0cPs99GUq2sNAHt7qiClmW1ro9T8t31y6DqSRCvqpplFUMRZs0BeyJkHpTS89KUsmhrOW+\nOTMlVGNcY21+DLUdet1mhUgQ2lIiaSdvecp23Cjxs6+QQsVMXpU36NlaFXZURFjaKWkjLOoHs84u\n6neJZ9VIzyFVcvbBDOh5/JCLhJT2SfLTQqmHYJQRA/9TXaTr9GSKqznMHSPO15P8m8a4AYeTnn0+\nEYc6JtoNKpVQOblHTiW9HoUVKBa5DqdhGKk8bf3EhBGVNvlAL7LOS5EUtC7KqacTRafJvb/ReQAB\n8bknQogq0U3o70Jlw43z8UMAgKeO8Irk6vUX8OBJvmPPu4hrIe69LnUS/t9kba0hKHRGbA3dOqNf\nt5PTmC4ziVF1agTjX6NXnHMxBJ73z8F3lTrqBdMzqE8xcnVr1YkpOwl88hD5+9W7wziR4u9vPNHA\nyi1m7esCWfz2yDcBAG+vOuGd2u2LFwCUG3po7aSZL2FH0cfoS1xMEypotuCwkF/y0EOrEgPtMw60\n3YzIaPOiS546iHiSfD2uMSM8Qa/P0zKjHaC+kK3yNy3lENzHqedSxR5qYt7zbL2MLaloAerjv+5U\nEUox81cj02DoBPlrZnQcGqnmvrjpslLcsojackcLsxDVLTv8vVWTQmGaSWjmrBRbZfLDqNWNnSRx\ntkkYBelIm9jukda+1l1UR/m7XrKFGTN5MSpm/7YyVbi69OZNVgWiQRFZibXgbhOnhJrJa2bVHPRm\n8o4JUuhNot1tXYWmtf/Vx/3gM3Hw+o9RgU1tmLEupYI6vvQKzs/w/mVVXYf+Dg9D12gIABDffAd3\nD/GOQrp0FeXHSVCrz4273xej3xRkgNioCSfOMUy5E34Y0X08AB6VSeCeYhZv9Q1RbuCtIrxJYYk4\n3Rh18hm6v5DB9Ct8XzvE3791tYcHxxgam7nqwWt9cIsPM8M6eGUaF02vAgCGFU00lQxnxX84gvI8\nlVVgRmRTepK45SZjWWe6kLzNO7boy7P4OCRGi21TQNds4zgQIp0aOzkc6IhQ0o1pSMeIx7sGCui+\nrArVR6mMEu0ATrsoQOVvrEM/y++ebnC9F+s5ZKcYznG+3f/eSR0bg8pGgXznHYbvfbLbOOIXJSru\nBrpdCtDBQwuo96gQXU4qqOK7GVx4lgbG3EejSIkxeqZcGjcVFIbAPt6bxd54B51RPvembD8Md8Q0\nIGzBXxNt9FQ8/OQbK9hy0siJH4shmKewaEItBIxUtOF5XlPsu2Lti5s0VUbLw31Z0nNfXFoD0goK\nmKS0hylB13LejZw43CsKHk5HJHqEVGJAvFOGlI3PsKZW0dXxuS2hPNI9JRol/r9JC2iSpGnbb4Uk\nRkU706Ko3jH0oE6RJzfkSci7POhzdxVotUjrTS33WCfT9sVN205gZ4KH/gOiwQOMNTRniY8hnEOm\nxTCaxe7C5TBlZ0bgk+4asBLiweIynUK8xjXY8hVEwqLVpJ4HY8feQEkMF18tmZDLUtkPWw3QuPj3\n2DJxc7kSKGS4xz82BNARVxaemgFVcd/ecDKsqFT3V+LxxzZw6G/E/bNoxtF96XvYajwPAFDtjKPr\nJU3HZuIo/JjPiTppDD24OQSjlYbjpGcHF975KgDg8d5bSJj5XKmdeiBnGYZLRXm5kXkVknPkP7Up\njA+2SIejd0izn7G4sRkTTSwSOeydZvPz0YwbK+CBk1J+DNnfVkd85x7cvIfr2LjNKzeD8yomFXyf\nJsa9uLYpgXVaNOBIy9Bui3LKg3IoE6LJhIpOQ3e4iOkww/b1ShoHRcJxsWmAXeRM5EfFHXHFiJYw\nrtwqCWQS4t/T5v42k9gneuzLh52wOykjKscwggYxqlKvh03kbfQD7z4TSirKwEZVD1mbxo21wQqJ\n7O4DkHd5ZVE0Z2F1cY8Mhl1oV4mHXLRwleiMGFdzXe7UQVRF+ddeQIlwjTxR94qyP6MRLhEmLpmM\nUIgxp8d9eehyLEFtuHjwWrQqGLQ8hyzyR5D101gL+KTwlO9vVPSDQah5AAMYwAAGMIBPET4THm9a\nDMpeuWtD+i4zzDa+asbQB7SW1jw9WG1iYotIuKiPuzB2i1ZYXmVF4m2GNCuyBrTCsrKURfJLaRn1\nR5mhFj/4A0xdpzXVKU2g8H2RrDFMq0b96AgW3xSNMsbeRXiVFmbkUA+694YBAL3FXwIAnDnx+4gW\nSMK06sW+uB2p8FmvxnbxeIvW1kXjCAKTDOOM/NL72A3RstrJ0FuV6TpIjtKy+pUPulip0Ss7oK7j\npkFMO0qz0bu2+x7KEj5X1t0PvZPW/LcnMpit8R2lEq27qTkz4nri4FqqYqciQohjLsy+znfo/xm9\n0fr1h2E2nQUAyFX9PafA2ArkG/TelCnRPu2EG6Uf0/dfPfEI6kbi5oqs4q5UZIhmmDWaNZ3G1LsM\na3mmoqhKmMRz6YFXYEjQQ7m28RYA4IHTXjwlGui/EYljXiRPLBv9WBVNDGIQ2Yf+A9huh/jc8Cji\nRSZd+MYUQJ61nUtyWs9hV/9wbN3fQqZFD8e3QQt/ezYBL50AKHUuXK4xOUWGMiwWvrteZ7jrrqaB\nSl0t/iaFU0VejVZrsHYYGtTVxMQYWQeyMumfVCvgsIkO79sJSEXLvJtmhoHbiShUUpGA2PCirKAX\n1bY1IZxFmDfo9Ti8Zez1wU3fzkIORk52VihjY4fU8HELsbjZgEcknEgqGXRAnNYsXJeloIStKqYI\nSeJwkFWRdEuh2KU8lMz0rOxxDZxm/n69vQwVRNu/qxbIp/m5LDwV7OmxpuR+7LtyG5UhPmtDtwCJ\njPQJhxmp8Mj71/HmUru4kOPzTkYZNjz5cBDtN0nz66owZpZJlf09K37S5vtGEtQ7e40MgnLyyOI1\nP/a5ucZQ6ygOVui9Bk3vAwD+x3QUC35RRx1QwiT4EJOTGNmhB9gykH/DilFgkh6SqgA8nif91/Yi\naIzyfeOzR+E+Ilo3/s/34tarTUA/Sn6QNzQoRER9tIUb8LIjiIsmyrp7qABVi7qgsudBZ1p4oaIp\nRvSCAg0RrfIZmtAZxZSrNKD1MirxSWhYWlNj1MpkJFlWCq3yk2NjGh7RiEIqrh7cThWUojbaJjfA\nKScd9G0nyq3+7VkBIBP2Q1+hcMncXjhFTX7dyEEuwxNpyLTUH1tKD9p3iGe5PIaguHVI5KlLKhLt\n385Hz/XyUA5Rdhz5BsZcTEqtacQc64waOTG9zWgw4liGfKWY3ELdSN091+T/K3WjsNgoW9JKFfOi\nnfDUsArxav+BJPeDgcc7gAEMYAADGMCnCJ8Jj1ezS6speTwOzQKTZs43HJhy0II82rTiTo11spNZ\nelCtOvBXLlpmT7YimH+Ud3q33+hBnhXNyjP06OzuSeRFosDkeR02PfxdTLOB+AzvMadrvOOpvF3B\n6AwTcKR3h5HX8r3PRV7AuRJraB3H6DGXb/ux4+O92kTpJ31x2wqJ4QmpOmYP0aO9q1hHtk3LSn0h\ng6Ce767WacHG81qMrdNb+o42j5cm6Gms52x47j0mfrxj+S7XIn8eGZ3AZ+1b6Bxmss3U2Sn0bLx7\ni4yKObU772NGpOHvf9OAb2uZgKAeu4Gbp2lBzvw5k9vawT2Yl3mP0jjyGvDje3FTjWugaIuRW8Ib\njS2FkcGv8X35G+i2aY2vmY7A2GKHrWqYdcUz1hpW9tGa/Dimh89NPJ+JP4m7b5LGI+C+7c35sBTk\nfg47ilgSrQcdyy3kXLTs5QHinrgSw0NHeRe4tp2Hb4j4Xwn7MSLlep+t0iJePh3B1vfuxa18xwar\ngXuUDfL5xngXNSk9h468gNqqqEuerqBaokem6zBpo1JWotalt5T3GyBd4T151NRDN0meaQgveace\nh0aMsjRIJYiXaD1nzBa4inx3psBn2bpFbGrpjcpKVWhb5KlwEvCNkZarZdK8nO5ff91TB6Bpk9dU\nOnoJeykPduKiq5dlEkrRxWpEZYBZeFSGRdEJaX4PQSX5ZCt6FmYL7wRtPT8yTdak+uT0JEvuFYzm\nGDGINNKQ6sl/yfEeyh3yuEouaom9HcwmmLtw11aDzUP5N6mn0GXuHp7Qktf3qp2+uFnXh/DcT9Mz\nmrpGml/4V0eB5xmd+PV0FrEg+cTueACPxFnzG68T322TGu9cJc2/5Hcg/zyTIO1/lsFHL7GloSFG\nuRqr26EdIfPc2HwQw1p62IHIJqKfJ57SVXroMesqbH56ys3yS/j66+TDCc9VPNJg9GCncxmLQjb6\ngV3bQUl0XDO39VDvZ+7HdoK0ThtUOC6nl9pK38S6UdTQyvMoSPi+/VHyTvBhE2Jp7r3WMI6Gg3Q1\n1cyoivnTtlHKmyvhgmGU9BlPGZDqkW8lHS1UPnrxEOMlO442ps2iBaPegYoY0ShR1WHE/VtGys1d\nzIjhNPWtDRSdTIgqiOEOjrwfRXG3rJIoUJ7hmeEpRrEsIa0tQeL+TFeOUo173zguR3ybPDl0fBT5\n3YcAAKNe/r6sHkfWzf1uVguYPMQ9bLlGUJSLsaBN5pkEAha0V+mJH94fRKXM98ZWIlDP3xe1/vj+\n5339vwwc1nIZ2SU7YnoS4cA3gX1eKpXQ6TzyPx4GACTniXhHfwkv3joDAEgln8Gfb54FAPyvkhr+\nUhyc09v82/ncl3Byj+HPUrWG4Sg3VfaMFa0GN3b/Ry8DAK73riGrpJDu6UN48iqznX/gyGFyggq8\neInZ1GsPBCE7zMMkvj7RFzeLjs8qTspxZ4PvfVjaRFUjcPaexC3RclbzeYbkHgo3EFshEylPN7G2\nTHyi6W9iRfXbAACVgQZBRfsqwk3WQT8Q8GKjxHDt3ZNBHA3z3b96gYz3Hd0JtCwUqlvzy6gXeYgH\nNl/CpIKfvznD8OcL23toOCh45e7zAL5+D26SDSekddJvKMy9an1BBWgZtp8oebGQYo9t3XwG2RIP\nl6JcTEXxODFR5zuU8iKi13lQGMYkODbNzx+vM7QWrfhh/KQV4EINK8cY5rk13cXsXQ4oP5CmIvpB\n4g4SOkrC9G4ZAS3xn3Vt4O0iBS8cpEJovxa4By8AkMijCIuWj0Nh7nvUnkUA/Ly0mYfMwoNOescM\nnZINE+QdGo5Zax4mFY0G+boPO3LutyHRwpaGys++LQ5IaKAd5YG9sTOKXpU8DvUa7uaojBRNKsmy\nrwPVJsN6Kk8d9TINAbmujuwu39dVMoypLPfv1WxYb2F3jPjPiZBbbU+H659nss7RtTwUop5x1byN\ngAix6kyiIUe4gLNlJhUO1QLIisQx2fYuemIYfLrMKwvljhM3REMKXU2GUFcoZV0WngXBD0J3JzMS\nJIRB6u2OIbdFeWhnUmi1qXTvilr6xkf966+n7bt45SoNhBGPuEaa1sCaYbLYezYFborkn8/tfB07\nRtavz7nIx6s/7GF2ijJQKhmhF5UBht+VYGGT+/Vig/KW2UngzfDnAAAPH9nDy9epqP+0vIboHvfQ\nc/qXAQCmN29C/RXKdO4nHTh9TIgKHnwCr39Aw/v0806MrN5/yk0xY4LfxcNrdUQFy20xD1YMoTfW\nslC2GEZveccwlhENT4wFqHQiuWof99iV7WJ4lsZ2aC8Hn4vxWrmii4iIgw4Fua95nxFd0UTGaFdA\nIZINaxIdrFLRJ95DmhrgQVXDvzntNuxT8L3r9Q70jvtn/up1FlwS5RP2rhe9BnnNYOC+7Taq0PvF\nXPJCEhlxHeNqjEEnZpsrRK2x3lBATMwBlqaX0XuQeleTHkHQSEOr66B+sGiTeMROw3HNrIa8QD7Q\nSL3Qg7wYFWHrdFqHIT9xkPmdMEa4Xq/KDUn3P69X8yDUPIABDGAAAxjApwifCY/XIKa4bEW3MLKP\n3lKxewDfnqRV7i7tIXOaAwRsS7QabXI/3s/S+hh9+U8wukTL6H0DIFGyZOTrIpnhSd0Woila4pPz\nTlyX0HqrvZ9B9wGGaZbwBgAgP2OE8pLwFFwBXDnFkIR5p4P4upjxqKblVTiXwckk176qXeqL26Uy\nQzgn7xxFZI5eXNJRg3GZYbS25iEMFRhH236F4fL3oIBSTS/t57otvDb0TQDAcM+LUuh/AwD49fQw\nk+/2cMhDr/tPKzbMjxB3bc+BtIu1uf9hnh6h7AcpbB6kpzgescDuoTXftWXgstN7e2aT6/14toWj\nbdLfcjneF7dOLYDFJCMU3S/SAjWGrqBSYAh7QZbDswfpfS1tx3AjxPKGp8UsTbSuY1MtapQlQ3hq\njuHhhkmPy++L0oAOaS1rm3HVw5KnbLcMzTKtefOoBE5RS53uMUHG/egstO9zXZfnRpB2iKbtveNI\niyksh7fonejNKdzsg5tVWkK2x3enlfQi8nEjCl3Sz+hvoblDj6znSCGRoVfYzYshFWkXomJakF67\nAnmVUYvd6hLkFtJEJ+pitd0sFsNiifEFqA30RAqRALolhjoVXUYq0jt26Jrkw0ozB1+O7+iYG2gm\n6QW2aqRH3tXsgxmwIK/DvUk6ZN1UATpfB0fP0Q7f1jvg0dKj7UWfRNtOXq3VyC9Lhh1kRQ2yJ9VA\nI0E+CXX0mA4R/1KEODS9WtTFFKJ2VYOJOD2KyEQPS0bucXmP3y1Jy2jKxcxWVwbyJH+nNCUR6HC9\nt0RkxWPqP8XnvFKDI0GRKNVlzf9MKIPgFNfVTbQhVAxudAM47eB+rmbIL48/7gS65LPgx3r80X6G\nvk/+1iieePKvAABXk+Tvmn0M+xt8V6kXxB07+eVWyYefH+bar1+nXjmV/wXsXf/XAABZ0IPTkR8B\nADalJrjHGS3bevco9p24t/vdJxDwl3BRtHOcKWjROkp5Um1SPiXGUai0pGky30bHRP7yuzQoiwEN\nkhZ1ZkFjRmOcnukjjklk1eQdp9QOn190vMpTDxZMOsh19CqlhmEYFAxhy2tZNIyiI5iY4FXZ62DW\nI6Zn5UooiJJO27wEjfL9hySoLFs44+Derqct8BrJa1tRJuk9GLBgrUQcag4NHpZS/uumMHYrYiDK\nOGle1zthURPP8Y0TqIn8yaxLgpqPSZvWGPENzqiRl/FsOJVJo2RjEq5KJkc+IFr11vmseBHoOviO\nns0DTVO0uO0ehUHHPbh/wdT/HSS9Xv9w1KcJEonk//tFDGAAAxjAAAbw/wJ6vV7/dPu/A4NQ8wAG\nMIABDGAAnyIMDt4BDGAAAxjAAD5FGBy8AxjAAAYwgAF8ijA4eAcwgAEMYAAD+BThM5HV/MvPMzvP\noKgj6GOeVS8uQ32IWXCOClDSM1MzGxatzTwOyESzgnG9HOui9ZtMU4ctx+zYpkTMOPUMwb7ArLz0\nvjpUWdZl2XoqtEUhflvDbMFwdhtSmWhKINfitFG0ziv6UUQIAFBRMgvOpihiYYeZoy5nD3/4J/l7\ncPuDX/3vAADnonV4RFP9hTEnXhLvLXgt8GeXxTr53B98rMZzZmZvr47cxYti2komdwc/GRNDJO4w\nNbPuOY2dcdYBBjVHkbtE3A63s4h6mZ1YHWeN6a07Enw+z1aTLUsCqQbpo/S3YRWZtpIwszQVtZNo\n3GKGdPagB9/4t//gHtz+9W8/geg+ZlEGaqzVbK8qcfcE97NzTYUn2iysz9pyMNmJ0x0T/3byQhzd\ngGhS3+yg6WDt5wQ6uJPgeg6WuS8R/0coG0kHxbIb+aeYsZ7+UQQKGzPPv1BgXsNHSid8HtIp0lpB\nV8q6S6fs+6hffwYAsGtiXez0iS7+4a+9cw9u/+x3/znuDDG7dXrpS/zj4rew8/PMXixfOIhnn2AO\n46XvNOHcz8L7yIMh4haawc0d1lqPWdVIFomnxTCFVJGZsmr2TcDh8BHczjC79qdeHsGlvz4LAEh8\nLg9Llfj7brL+stQOYsXKzGA/FpGZYUMZ80YYsuAwAEB6h9OqOldb+O/f/eN7cPsnf08LvZdyVBBz\ngi1ZGfRK0ZijLkdSSlr7JU1cEjNlH06wgX9Xfw4XRdP8casFqpxoWaqcRLvItbUeojzuReLodll/\nPanRIAo+K5Q14qCBMh3Xi3aGZTsaRpHVnFiFX8/M5dJGBhgifc1d1r8mStP4n/5s5R7czvz+d6Fs\ncW3yNH8j1zjQa1CXyIJ7kEvIs6m9HWhVrJu1iMYcRZUTzSh1RVRhwoyCdebFpgxtBf/eipDPtAEl\nDCnKdNKwDb+We5Wq+lBOiCxh0ZaxanbC0RZtDuUu9ErUUbWSBtpxZvZnUMGBMJ/39T959B7c/s2/\n/HlM1UTd7Eoc6ZeYtRxMMLP4h095UPwDyv/ofA4qCTOKVaEuLEJGlnTM6j2yfxM9kVV/ZbuJbIzv\n/YXZHTSPcD9jGfJD+XIDO8eHAQBffd+B26OU04jpQez+DXsaWOaZhSwffQ8BxRcAALsjUax/h3vY\nMdYxKmOm/P/wLz68B7c//ufz0CrE9CHDGuJ+CofhJitQIg9YYFEQ9+JPyrCfZAa5JCpHI8XqApWP\n58GV2AQOBsVErLMVNHzkqfK+NtZvcb3zTuqE7VQCRr+YH9wpIwtWx9gttxBJ8rk2F78brqwimBUz\nf11xxPZYyVGYUEGzFboHp/8nGHi8AxjAAAYwgAF8ivCZ8HiHA5+0GLOi1uWSTP4ijMICShtU0Hbp\n4diO0dpqZmpQiObq9aEARnO0QnuWOpIddiJpiq5yoztNFE/SsnekbQiI+ja5tYNwlp5PTzS09+53\nwRPnD61qLVxipNmCvACNnxbX5DZr/lZadkxZxVgs43Zf3DqH2XbxSHAb18QIt1+QHsPCJj1L/0ga\nV9O0ivfr2Fz80QNvoX75pwEAj/g28NYDtOQs4QfxdJm1wFHRem9nPIsj26RNMRhG1sF60dvuTXib\ntEI71/n75x2/inydNalueQuJDC29TrCNYoEWuHGN9Fj+jRiOlNhc3Pj0AvBv78WtOKrEyC0+T+ql\nhdqZH0dwlV5JNtBGtUua2ZRNlDohAMCZa1xXaqYJn0GMzisbsLVFL8xrAyJW0ueVCdaQPnPtKdQn\n6Rk1zlzB/Mesb8V8FIu3ONoxrCF9dfUWbu7wXccU24jpac3n5vQ4Impdw/O0gnU/6G97WnM/j30P\nsKZScuvP+N2nn0Bgje9wHl/G8DW2A1T/3Bbe+eZlfpawI87RCQtuz9BTXvjL83j+MdLyWu9DWJS/\nQbp+m5b/1s8BDcEPty+uIefhmEfTlQaaZfKGeop1n6Fjp+G7Tb7vvDIG5xVGNfYO3cLB89zPqwHy\nd3t/Hnj3Xtzaeg1a2WEAgP066Wt9PIhNNfkP22GkYrT2x3tbmFLTY+3ILwIAFN0ZHPCTflslPw4M\nkwfSil3oCsS/K2Yuj6rHEXGS/yYKWWQ26DUf9aWQUFFmXQ16VnqvAg4pvdVs8SgURf7d4XWh1SPf\nhzT8/VC2//xrF4xou0mzrpoeaKURQ8kvatJbelj2+N6a4SQsataJhoX8SwuAzMz3quBDJ0Z5MIzk\n0S5SlvXDrAmuycaQ91PuFXkLamIgSquWgW+C8qCqEnd5swOdGBaRTChhUTBaYgqoUIhTRlR6FxDs\nX3sNALLNBv7Dlxkt+dk5G0LrjCzlRNM822UVNubZie2XjU38H0p688euTaN7nDhbhNjEztcRnOd6\nvC87sf9b1LU/ebOASop8ENiih+88mYA5QU+v9MKbuCo85UAvjpOT9OIlD7H93n98cx8O9Bj12Gv2\n8BLIO2MPf4y3vme7L24O+y52Vfz/htkNaZvRptYkdYJxxYuEGAhy5Og8LsVZyz5qVKPkpAx09pMn\nZxdXYU3xb+ovTqCwxfrrwsZD+PsjjBx9oBV8ZpiEw01ekn6vDfeL1BX19GEECpR/Y48d4dYUsxh5\nke8oxVuYtfDz2l4J9aDnvrj1g8/EwdtoUkAU9RZMNgqAWtKDSclQSUaWgCXOUJCiSAH7UzD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Y83UDNh3cgvNKTHIBHF61OtNpzxfFe5AOBPpp34ww3qdVA/hsQBx0A//L8DADy1V3FbIPCIXoqX\n2mQqOss2LFj5jvjzfO9sq46mqP6U0WTwWJV/v5a9jJhYn7HXeZwgH3iAbyloH6ffex3Xs7QH//bR\ndXzwDtnB+yVR9cgyidrzrMgkXTXiswdEmIkXr6G2VHiobJWCBv0zZAfzWQmKCj637aCO3NEtwzzI\nkOzB+1rY/GTCtosaJKWcg3qdejYGKyQ2siW/zkswvklbqRt1YQH8+/gqYXAmGMeOOL44MVVBLkI5\ngs1fYzNARjVbZEBbw7qEgmA9zc+cAlK0UUOdd5Cs/1cY1dzsUClk8SAUmqsAgHK5F1JxjufwFVC/\nTYNmG6DBSDftGDWRzulkFVBXuBhS/QVYhfK1TJzoqtGNTpWbV09xFxUtlcxVV6LHQ1o0WhBl3UoG\nBFQ0BNeadhjv8X0yWwUFIzf6niAn0ph3oVPl31qG7tcAHt/mEH/gl+F2mgr72XQU3zlKgz9fBsz7\npGnU97jRXR6Koc/KzV39gQLDR0kJrTmiUK6TPjdPcaO72vkRBtPc3FJH07h9j8Y339RBISIClQc0\nokX9HO70c/P66uttlCY4fvm7x3D3OA1i8CqvV1RfWETtGssUZgt3u8rWW0ugFuWm5m6IKERpGyNy\njvWNoA/HNrmIU6PzWLLQQVDu8hxa6rmFR2s0rvXELPI1bmpnRk5g4RqNvNLJxaZaM6Cze4Gf/beg\n04mNIbGD5RwpdXOBFJh/ZwJLcT5X5QuhFqE+jA9tobnP5+pUpNFDv7Z0le2o1gzpc9TF7RuMeiyE\nt+H3UA9f+Pou/nbuOD+Pfhd2cKziOv6m+s4/RTryQwCAcdqBzh/yuY0fr6I8yHfa9KT9Ou4ZaI2k\ny6KuQcjNoiTfm1UcH6Ox/vUq5yU3MI4Xt3gNaSc8C8VJynmzGsTzNRq8VTc3HHV7tKtsVkUV9TQN\nhS5A0ktV6ceqnUa/J+OD5AlSdf3NKDbqXC8dNc8S++Qt3BaOrFOmQFXD+W5BAkeBjrPUKKI85ZMw\nD4ryicMKyN4mVTpRV0Amzk+viSLq04k82m1RaNw6h7iPBrWc8cAVEskV8GMAQH2ip6tsNUkKJSWf\n0QxxzE4FDNgq8fjJbpejleCYNg0l5Iu0PcolkbgnGIdXzvUIXQ2SDjf63v49tKqifB+XHtSWNEwZ\nrqGMuge1GJ3spM+N5hY39HqJ/191aaAWm/FWfQ/NFm1IVmqBNUnZyu086u1gV7kA4AuGLD44oK7X\nQ7/CmdPUucrf8az3pkOJKS/pz+n3prDyHOczb72PE3VRJs/KzTS6GMaInvYhXjyOhlhDGvWvsHDu\n9wAAbp/YCKV9OCcSvNzoexafnqauhjZGceRPOa6teyEAQPiyG9EPGel8qryMFZco5XlzDPu1YSHJ\nP3xMNrfCDLmVtrJWvYexNN+3JqP9KH34KEY73GylT+yiucikFqWJXbjStN3WBN+1XynDtE476J2Q\nYSfN9TIVc2L4DO39zoG40dE4hzN1OrU721t41Pt5AMB2fhvmA+r4Ude3AACB+WeQHCZwqWb0kJio\nG5XSMzD+/9t3D6nmw3bYDtthO2yH7bfZPhGIV+RegCRaQU5OakJitMOuI9JTbftR4p+hEAFKydwe\n7KLIclRSx5RWUFDxKipe4YEX6fHZB8xou4XXHjdAWebfjcYO5iP0qJx+otzUbh/kJdLGjp4a5Ep6\n7kX7PEoZoou8g8/PGxrQtPgsbSPRVbZrZpHMQPoaWgFSvwszSjwW4dAnnS5oRRBDUkdvzHWlH71/\nSO/6husejrXpjbttTeSiDKzZWCNaGDDZIFkmstH4NzAU5R3Rgd7z+Mkg3+fLccxu67w4vUivfPHr\ncly8SQR6+fkUfv86+5D10HW7f+kpVIIMJOh9yOVwgzQNjZZe7IaUVPVKWAlZL2mckV9L0OkjtVOq\n70G1TSSWFIEI52wzuHyLlPHmF3+OyXXKHL2ah13J7/Qo6Ykn2w0kRFKGgKUf0jADlKLVDlo5opZN\nPRkFi6qAUpDjK6n50bnAqOy+zSOoD3Es5psMzmp7P57mEwAy6veR3CbSPRkg6r4daKI+H6I8KSe+\nVmHSjPn3L6L/KGmnyk0qqmvwGt7tJztxbs2IQJ3Micr7PpZnLvAlMREd38xBWqBuud/6AZQv0Fvv\noI77a0RGs+OkuxSqIlp5jrn78wXIE6Qblb6LuKvn+O69QfYikUl3la2c7UMDZGhyy+L++0gVo4KZ\n3i02MJqknsQGfICcyDPS5BGOuViBMk3UYzUvw7JNxLHn7MW+hkyNW1CBE3o3YhGyE7h5HQ4p4aLq\nWBgLgkg5lSf7E/LsYnCf341oTTCniER81bsYXW6J73Cuo9XulGxJZsRQh4g2L/q9Hs9j0Mc+5jVK\nmNMCWalKUGmJ4nUGzkWqo0SvlLon102g5uX69eSBfIEDNCHiHvNqLeoe/l6dVsI4SvRXXC4i7uP6\n9EEg6nIH1ZwYYNsAlCE+pKqpoi3SUlaTSlj6uh99AMCRqBIP1vi7noYL8z9m37yfI5194j9XsP6l\nCwCAYGkZ61IyQFP+P0buCJHw2i+o731ONR6skDUwf2kZ9j8nC/Po0H+PmXmyWN8WFHixJMX4EbJG\n1our+PXfEK8Vh5KofIcMx0aMLEFjwoBgkmv6rNGLJSefu1mdw0sSyvkfu8gmaQ0jd5dHN+qaBgk5\nEW2uh6jTbdvD2E4vAKBS68GKl+v/zBUpNqrcJ9RjXNPXnVXYfsk1+2jejffzfwAAKL+whMZtfsdt\nCgEAFPsD2BrkOGqGBrA0R9kzQ25ohziu+cV/xnEMbkJWpX6HDQnYYpz7+8dkCG+Q4bjQRbZu7RDx\nHrbDdtgO22E7bL/F9olAvJvX6Fnoe8KQ7wkP09hBuCoSxAdLCMvoTVpFZpd+B1AS+dR72jmkUgKZ\ntlSQ0ymBN0XvuRlooLNCzywyWoE/wvdppGWY++iF5sXDHI44oiWiZ4VUg6iSCAkFB6YK9Ir3JfT+\n9BINAhJ6oKWqHcDax2RLivMx47IJqxkR9HHehFSN9+pyK6/Ar+T73OK+Y995DWwNplN65IgJe1d6\nAQDrlhpmJezvBbwPAIhXH8V955sAgI0jp2E3MWT/HYMHo68The6f5Tg+GVHjbQXH5PidJZTLRMre\nN9/Hlp9BNpoZjv+Y5OeYczGgYkWcU/1mqxfSSI6LBONq/l5iuIO+JFHfvYAeNRU9yLGmAgkr5fSH\nOKat/evQtInenrobRFWc79Wm3kNeThqkESZStPU1UDKRlSiGdGiK7EEaXREDRqI+aUvc+X1ZhWOv\nEXHtTO+j/69YSKDm28LcAOfZVxE0i7u7bMXk1zFpYHGJkpnerGW/B1Yj78oe/MSEseM8J5ocfgSp\n7xNlNf6IKDP0Uy3+5SC99fueON6T8BneyCt47uf07G9IOWYegxWl60y55+0dRUJClHBx5gz+8qPM\narcY+HT8lSqWVERTwcZp1K5Sv9ZOVDGxwy8/+SWi5EKo+51QR78a0iRZnaE+moB2QQOdm7qlhgWF\nIf7dv1nA7AN+t3ZasDSlJppVohqlswVlL9fWaC2MTIPzUhMxD8lFORSDnHftQi+UgwyAkb4PDHoo\nR85AeT0pN1LimpinJEGiwPepM/0ojpI52QoTEY7P+wHc+5hsMmUbUQEa2xGBjo1SWJsMqGoUXUjm\nOS8nXHXExVVGpZHfVbQlKBaFTdBvI1ilPBK00ZGyn6pJZnZyZpwoFajL2gBQFNfDckEzzlTJ+uxL\nibxiJgfUJepnOymHxi6CujI2lAXadvRrEDF+/KrNR+07qjTaA5SjpJ/BXIXMm1EUKJk878VUhuzO\npVwQI+rnAQA9U5fR2OagRMuU81OtDVx7WmRhut6DpUmRLjT1KhphFlJ4zMdAotBzLVy6Spy62v8Z\nPGfg2sp7KzAWGa8R05ElOD8QQfUS18C7IzYkvRy/seRT+JbnzYfKdjQcg2Sctn0legKJDm3BhRjj\nPu7uTmFfzQIH+94W6teJiA8sVhSmGFeR+y7X5jPn92CepW4t3jNjoI8xE+p2APZBynTVwTv4cm8T\nVjnXUDoFZI5yjrSNBBxboiiDicj2/cazGNCRadn2fwBLi4Eb5vQSPHblQ2Xr1j4RG69jjIreaI7D\nIwxhqW2ERS9SBEYtMMup4JmOuI9nb2CiKtLP7RlRsZFCsVkc8CyTJlvpcEDthQYUEiq3K+uEpkzF\nSOn7oBSRhkY1/1+U+tFM0aBWNA04CzQgcXkTzX4qp26LtHKnVUPEIi7Tj3UP0vlAz6jTk0olfk/F\ndyxv98EAbjgTn1Fg7XXmy11vkRrWtpexV6MBGu98Dio3F9ZwVArIKX/5LI1hOqaAr8SNVTO/gBt6\nbjJf3NrB3bOk1wxBKltj+CxGfk5+b3Eoh6CdhqL1zhmc1NOIXYqSrqzXMhjcYr+O6nu73JgEIn2z\nsM9zvpI+Pje59DvovEIK9uBSAzPibuP24DTGYtwgo3YumnJ1HQOTpJ9WFTWc3KMBDzVPQL4t7mtq\naLhmdsdQmKBj06uyIJ7ngraqiogt0Kise2jMmpcS0NtpEAwHMkh6GQC3MvEM+kKkz/emGalcW7B2\nkQxYOv9NjGhJfdvfo4GTzC6gpvr37Lv/f8bKNqnt4aUfwvcCgy4exDlXlbO/gyvGVwEAmn/oh+0l\nUVmpkMcDHfVd9gH19MqXfKhdoLOyVH8Vjuu8G/2z9j24vQx0WX2Cc5mSROEunAcA3D2Iw+Hi+KtC\neUBCZ+6W+kUAgP6Ks6tsbbMJ9hzXVmmNjk3T2oItQUNTNe+gM08a8sMeH3ofoVGR2Llhae9egtdJ\nanEl2sQZOZ+hqMrRnuV6ad+hfuZNUQy0OVflHjXiWeqv1VsGMnR+Qhrq+p6hhq+nuKEvKi0oevmM\non4du2k6jNoxOhM3b3W/f51Rl2GMsA9Wca9zRNtELsM+Zht7GBWR+Nt6I3okdHZTOhpX/0Eeqd5e\nAMBYKYKaiKxuynLoSEVCkhSPECTqNGAVNqphRafATc1byaESpP7qyrQLzj2g7WK/DjIJGESwk9y1\nj3pdVPDJNODNPDyBxqQkjX0VdXLk0mX0mhkItLclgr7Oj8BR5uY054tD5xe5y6+08d1jXwAAfHWI\nm9A/1vah2qWTXjWt4nc8XOELm5O4F+QGeU7k09X9tRsnTExDevxBD745xbE8+/YijGN0Ir94jOkg\n/8O1NzHyDdq2l/7OBhzQYVw1DeMPS9wYX+si221TE+MHtBUL1SU8ZmGa200LKfLe+SrsJ6nriTvT\nyEto71OWDdRDnLu4h5viY1I57m9yXRuOVLF2n07BlHIJG8JJPL3KMW9qTZC3ae9b5QDOXOW8bD/p\nQbQhkvgIB/FG9B1M36POBod7ENNRkmQpCFu+u/1/WDukmg/bYTtsh+2wHbbfYvtEIN52kp6Mol+K\n2EdZ7iQZFBv0C9SVA0gV9DokWqIbc7WOxSa9l/ZEGeoc/9/qlLBmoqfsN9CTbqUL6DhF2rp9NdJD\noh5nMQpLjV6dqkwvNoZVtIsi/aRSg7SNVHLRIEVbQcRl7ScaMKQVWJfR03GEu3uqT88QAekvD2FX\nxee6JiUIJXmH0/bru5AHSDn2bjClvenZ00jdIx1+tSeOY8eIAsx7dih+SRR/XWR0KtvOoQ/0yo8M\nHmBEhMBntkPQieo6gR/8PgDgcu1n0DxGpDJdUmEnyRRuO84AnHUG71Q0If7e5IXlgB5qbqd7AJJ7\nQ47OCaKHgXvM3KSa+hC1TSIcbX4DaxNEBLm7K5DZ6TXHdskYeGHHQZvv6Lm3jqVeopjF1AbGRaDU\nxjGisOgvilCsE/WYz7uRVtOLTdR08JnJOmwXOZeOwSJyi4L2m1SibuJ3DeUc2rOkAE+WOYdh95Wu\nsvnbs5DfJXuQNdGzfd5/Ad9c/3cAgKc39Lgcp/6tDAXRY+Pc6rNE83Xj93H8fSKKtfF59LfZx2sV\nFZzi3UvfoJ5qUnaUL1PPPoULWLjIkkIryS/gsR2Or7RHULuLX0BGxTrJvpwb9nxHaVUAACAASURB\nVHNkVCpv30fNTYpwvEy6cnN8B+jC7snWMril4xpQCzrc315DTCST348oUIO4Ohfbg0NcxUt4icr1\nrscQDXNMp+t+zA2T/hwdaaKxqhSfiSjerN2Bd6sXAGCaiEFap5z5uBb1Y2RqbG8Q1RwdseK6jPqp\nU66jmmMfNY0XEdOTfXm6I46aTjSBv/64bM4GoBF3tWtV9mu3pobeSPRbhROJjrha2AAiHa4dtaiE\n1HHGMbgvzGJBjXw/GZkDvQn2Vf694wsBAHIHXvQUiWyltRAq4qhIorQhmqD8oyIzWqN3Hztqzrsv\nm0VGSjm0e0Z4hf7eaeng0zk+LpRokvek6BGpYrW/58b1bR6FNMWVsKD9f8Tq+h8BAM6+vYvhl8nC\nSMILuOB+n9/dozzaR19E4oe0N4o//iy+/12yVEXtSUyqiGgfyMiySEZ+juS1ZwAAc3+8jd/997RN\nv/rdFE6+yit1i42/AAAMjo3D8edE4Lon34O/QB33qdI4CCseKptRMYmKqH0+HtJj6z5t7UiQfdlX\njOIXUc7h6WYZzSoR7aY7BbuCa6RPQpp44WYI6haz9bU678PVR7sRbydhjPFus0scsby9U4ddSnas\nqtrB6qfE3uGMQ7rEPSF5j3N83tDG/WHuVY5/HEFdZK7qMa6j0nvmobJ1a5+IjddY5yIvKnMomoVy\nbuzCICqkHATLcEaoqGURjRY+0KPXQOXeWm5C5xFl/1oS7GlIOWazvQAAlTIOdZUUgckdRXGDG4Or\nkQREPtOwl4ZEUlUjlhZnXZk26qIwt3azjLaTnyNZsYGOSoEE+5isdI+ylDzg5GSbfZA3SLWGLmnQ\n76dS11e2cCrIhXNthEanuHgaX1FxQ/hFwwrlAimqPWsM2q/yGfJNGvjhyxsovsLFtPHqUVi/TKNd\n2dHAqaZCTfh4n/SyRQ2vyGfcuPcoVI9wQ53ODeG1FW4uZ810AnKWMgrUURRXN7vK1turxd6uyIks\nEo00dk2INkkvdRwbsJUp04bPAmebtJTeQ0q9uL0F7zo3y92gBLIezotqRYJikGd6pncou29Ciswg\nqbxrmw9gXeNiqmnVCFm50fSIMmie1/owP8hzOG27F9khftdUW0F5W2zkHRo4baZ7qrfMthY4wV3r\nIEYnQGO8g15QP+dPptC3zQ1wwiSBRxwNvCbnwnzsnRTWTvBzsRPCfFyUR7M8j586SMvL3+XGMOa+\nghfkzPF8ZUqNjTLpQEXwdVwe+RoA4DPbPOZ4tfRtTE7RaTty+S7CTjoSGscZ2C183rXvU+fkI093\nlU3nMEG9yQ1SKxJRbA5G0RAR1B6fBQaRyCHXMiB2lA7GsQek6V3GIFSj4t5x0oKRHOc+M6/Dtpzj\nuQs6iNa6CW0/+xWrTKGcY1WYVKOB6TKp0IQ4W77aSEI5SsNXf8OOtkyc+fs2MNzg+G44ROKMuKur\nbCWZFRJxw8BooiHWZKrYadNWDCvCaA18lOymCqWgfN0GOs71SC8qbsoQhhGmfa5vT66MapBOJCJ0\nGFqdLGIiXak+2gt7jOswN1JFn8gGk57h2l47sMBcJqpISWTQygTlbtlFNUuq1NnWQFl/eMrI5gtB\nvL3AmIkn589hyMJNqSbKbTrn/h2qRlFJ6g/MsITZH88JG0bXubHetHFDaywacGSA94AX3vwFFDaO\n53r7B6ipSWH7rLwXnrOPQF7jOyr/WxM7j1Gmnk0v6l/l50yM46ea30fNQRC08sMy9j5PivtE6QeQ\naR5/qGybgSLk21zzd9wNnNXxufsqAptU6y5c7wogdkSKR3W0j6/enMT2EY7DVIeOiGYEeMP9twCA\ns5HHMaPoBQD83F6FLErb/SBC/ZYOV7C9SNmPbbWwIO7Nr7xtx5CFx29Sx6c4zu0EWiKf/PhQGXeO\ni9KsmynUHmL/H9YOqebDdtgO22E7bIftt9g+EYg35ST14942Qy3q7WZdaqS1olh8vI1FFWmwvii9\nY61Ri70qPTpFGejk6XXvqAF1iSjKYiRSq8YVCDdEFit5A+ZBernxpBHpA3qACb3I5JPLYEhQwjvq\nFFoWerdNrQKNXQ7X+DgR3dqOFo1tIj5dn6qrbDsZ0j1juqsY6CNyWvAWcL/IYAarr4lshmioHuM4\n2EcUeEtLr1v3nh7FING+qu3GHRH0cnaY3qFhvwH/e/SS29Emtr/N/gxMLGPnp/QEb3+WHr7i9a9i\nyUl02L74j+hdJU2kMUtwRk5EIBV3DdsqLVp6IofJmhHf7yJbPajByk2RUcnIfo3LbsG2Lqq4zH4d\nVRsDF/piJjiiHDeTCDKRZ5X4qYWfR3J7aK0SsT5mUmKzzWw81wLfAADIHDlE71POEzIr4h2yGtvS\nCJQeUl/WB/zbml2ByCCR9oWdEvKz/F1uT43eANFbbJlotNHojpyOu0rQZsUzwIjjnRu98Gfoq+5W\n+vCPScr5x6UF7NUZTaopfA4AkPR6kEyyP/62HdlePiNl2cBTfymihE9Rf9X3XkTkHPV3IOHDF9PM\nLnRvZwdGDVH1B2Git5efHcDeFaKeO6enERGRy6qjNyA3Cl08Rz1yCGruN9tm2w3zGc7zXolrLJM9\nivEWn2XL11A0EY0abG3YBTKN9ol+l1Vo3aPnb2zYELFwbWVSMnj87EN7lcyCTC3Flji+UJgBl44o\nIZ3dxrUt9kGT5prX2uvoLIn79oMTKH/ERrR6oDdRT8oiOrdk/njtawBoNdpQWvjc/ZagDdtV+EWK\n1VrNhXKY75MZC5CLu7lZFVFnsVBH9iOaXZaCzkJboS5lUCiL4uo1rseSXIlam7pnNq8hLI4Q0tEY\n7EpS+PsF9lOZViLf5H1TS7wOiZMIPrerh8khik+0q8h2Hk417zcDeK71MwDAu32zuPBtjsnci6y7\nmzWOwbzGPvhXYiiKqlE3kr9EdZZUqCRE5uTG0TfQH2YfLjoGkHuLet37FTfmlxigJVWJowvXrxC1\nciz/yfBTWL9BXV8NtLG5zvWjW+fYPC6pY3NUjOV+Hw4eUH+/I03iyeruQ2Xr299CpMa5OFoPI7/O\nY6mUOCsJqQegi3LeFPok7umoBxaXCfoKx08ZIzpODlUw42fEsctyCXd3OJ/ZqwmcPCcqf21zPxlK\ntKH18RjjbtOEgjUEAND3F9EsU+YbKcoQHBhFapuI+Cf6KCaj7KMsYAc2ow+VrVv7RGy8Wgk5+n1L\nG2E5B8kcyyEnIVWKwDJMIlQ/LPK7SvIxfBRkaG5r0C4JBS+XIBPnnGlR1k3qL0ObFSHjhhqqIioZ\nqjoMZhqK0j4XxV6lhbqOG/dBs4I+KT9HSxJYdKIQdkhU/rYCHbcodG3sHk7ud9GY1cpO3F4mFYKw\nAQOjpHmehg435KKMW5QKu65XQaZn3/vNasy1SKusVz+HF9VU3swdGt9deLFS5gY7ds6FiqDBbimr\naGh5znF6jcqbkbyLuE8knkidwLqBm/CRmysIp/9bAEBvgPTKoMGKvTUavhXFTlfZ8ttVNHtIdfqV\n4iy3cgbbPo6TufwGmnEa4FHNKG7puOlp17kZ95pMmN3n3+JGFwoiEcaKooqeDs9XvqqlvLczZchC\njEbfLHrgc3He1KEOZGPcGFwj/H05VsHYCqnm9pGLmNnkprVo20e7wE1JauPCMw92p9HvGtMYMlO2\nuE4kKNkbR2eclN1jqys4+ymO78qbDdjHKMceuwJ1vYWF7/2An7/yPFx/xUUaefQAm8PUqVr5SQDA\nxVAZ5SnOy2WtEXPzPFsebpYh8dMg1qVcFx9+WMfYtIjKD7QwNE6ju3rjf4Fk9JcAgLMK6uK1se5n\n837lFm5e5jo6BnFU4o8j1SM2lvk0QoM0bMq1NpoWLjSHg8cj63sJaB3iuMV1E5oMjyeOqFJYVtOI\n+YOcv03kYS2JzWRDi9slsfkUmhgZEwkyRqjLf708jtkmN4Zb5gNMixKghYkYHoQ4sM8rGHXfUlzq\nKlvd1kA7yTUwLDbKkDOHcYlIXWo2QSelfqodEuQEnV0t00kqq3Pwi7PubKuBzYSI0bClod7nUchd\nEVNhtSuhrfC5knYD8TjjLppOBTYFBW1NiNSlzTDCInmISRMBxG2JjlqJRFmcoZsKCIi4lG7tuDaG\nv7PymMGxmcPVM3zfyTI3yMXAdfTdoC2IDO2gUeEmMf/ECOIH/PwVMW996zZcNXJewjdG4BHB/dFL\nG/AbCRBWrnH895+oon6dOjnnWISmxCOH6fwYFt7m3A2K8/pthRy/SlG2M4kinn2Z77hvUmF5/uEV\nfA7sEhgF/R7dOAODOC4Mi+ua2JFA+3naydyNx6HM8bgmakpDZ6eu3TFTP7ULcczcYWrRPelTqPVR\njhmzGvObHJ+gSD1csOmwdcC+X9lfxIslApBYRYtNPWMaRiLUNWUBcFl4bFXwlDEnbjCMl2SoqPoe\nKlu3dkg1H7bDdtgO22E7bL/F9olAvDtZeswu9Q1IU/Qgy6YKOjl6jYVtDcoGeo5yUWPT6NcgryfN\no1TloN4lzSDpUaLt5XfkIkOb5CANpbgkba2qEdcQhTmsJWRTpAisTT7LJncjEicilvXYsbtGT9sy\n0I+MlKjOXxJVXOJBuEQwyN3NYlfZcrukNpwdPU6f4DvSpZegMjPQ6L0DGVoCjfeI+sHy1usIWOjZ\nX29EEbtH5PKSdw3JMKdMIdJiDhtdsG4R0TmuziM6Q3rpgVcKl4KRsCtrRFsbRzIYShC9tUczsIcY\nEXtgHYAmLqIdRZDaLU0OyiV6nQXnqa6yLceWYWwRHewe0DOtm9s4I+Wz7hbMkGiInN5S3MXpfc5h\nwsvgqiu1Ocy6QwCAiqQHLQ//r9NuY0ukUKwLFJxOKuERQXiK2QPsF38BAChVTuPsMtFmUVSNcVnU\nWPOTAsuWq0g4iXDKDjPsolB7rYdUc3rJ1FW2560B/FDFqPDpB88BACzDIYQvcZ6/az6G33+VjIFy\n9x7uTLFvx29zHNY0Nbxw9LOUt/MBMic57vdUbbiL1C+X6acAgP/prAlWM3Xy8ZWfoXKCz1iOnMHY\nInWmfpGo849rdnxTMCCW7/cgNkPqVnXyexiq837vooW60WvXdJVNuRXClIn9XStSfkU7iuQGf6eq\n2RCpU+8D+mn0Z6lfSSXpZZuthEeKRH+35/VoniSTs3rrGDwaoofdBNeIq+pCuM21qZzIYVjCNRTa\nUCAd4XzdbzBFZruVQd5BRsEmD6K8RbbIaJCg4xW0aps2YUDyFICVj8nmKzggVBLFKNeVu9lG2UMd\nqSar0LlCAABdXYpGQTBVgq5smKoop0RQnEmGqkCNlqQZ1TzHROsTDN2GERZRBKANJYoiPaIsn4Y+\nyXlRjxDhy+UrsK8yIDKqycHa5jFGrLODgSZt3p65BWX04cFV+kIBj4tI4+kRO75Z51hnsrQxfRtG\nRM9QtvL0n0BxmbS0ORqEYu//BADcnGfEpPmcDxU5503SvIsVx0sAgNCWAkY9de3WMFHh40UJvDaG\nkMf2/gj6APVqT+bAuVe4Tt+REIHaf97Cy3/ECOg9vIXYnf8GAHDjyzo8UhLRml0OrpyJUbTCpHRL\nE2uw7BJtKreYtlXtuoqsqGGutoTRAPtoVQ5i/xqLjeQf4c2M5tt5hI/wtsR6Tx6fkZDduVy/C1+R\nR4rLd7jG5F+SwfwO4f6Jo05kkjxGuBXqwJ0n2xY7QXsl1ZqhMXGsPZka5AWyltDMwS90FRc/JlrX\ndoh4D9thO2yH7bAdtt9i+0Qg3sAUA4XqCQ/sZZ4DtOUdFEVGkWpzBKpdnmtpffTUt5o1aCv8nc7k\nhEIE2NxvxzDeItrRKOhdNwatSO/Sx9Bo5ChERZaq7QzMI/RS1WqeRWyojahI6Nkqc2o4TfT6crIS\naqJEWESgY3tNhfw+kcqgr3s93uPP8L03Wh5o7vNdinoNFjnlaR9MQeukl7++RGT7uMODxctEIs12\nFFUdZf5xfAstCb1xv5mosrVhQFrLQC2nTAcPj9jQydQhbmDAoeCZ92T2Km7WiaQfv30WqVP0iI2x\ncfRsEqHs3iKScV+YQ3CW5zqL3+p+xuvudSOUJir+KDOYoZRHUsvzDmkpAus2kcpSuYpNI+U3p3lG\n1Cc7g806g3vG20BYFCC4+bQV56tEpndMHBNZxIcPrEQfUxv92J/m/2cK69hdIVpJOokA3HYj1HNE\nBsGxCJYMVPPAgRR3dCxmMFjqBQCkVONdZQvVEzBUPgMAkNQZQCa/GsL2Cufe98+VaE9xDk2yL8JX\nIPpdGOBVoMaVU0g8znG7tfcIDMviQq3tHIoiFeqt14jYXnp0FbdX2I8fxeOYlRAZnIjGIRVpAdUf\nEL3dHBrEeIvXhFojY9CJuc0tXMX7vdS16WXq/9Kzoa6ybQ74UcpROfoaQrZyCjEp0cB2FUjFOG/e\n2lXMm4kCrGk+L2E14MOEKL2n74Okxnn1B5LYCDMwrG+CcxUp5GCR9QIA4tvvIN4kkhk2S7AmdNhb\nYr8NVTcMIs3jQX8Lhgl+N6a0wLLFMRtwEB0qt7unVkxiC4YKz+l0BiJ0TbOEzh4/OzR6NHM8pyvl\n09BVqF8lNRFxLeKBPidqYXeakFSZOS2f1yDXpJydPFF3WppARVxrMqg60BSIVjt2GwoVLsSOCGAy\ndkZR7ic6dK7okSiR8bJW9Sgd4xqalvWhqO9eQxkA/j7sxfEaYzD+c9SOf5kh2o7NUDfeW5Ci54Cf\nk5K/h+8mr6jph/8CHR9jIowhrgtPsYjIIv+/Z/bCoiGLInnsKOxP0cb0XmPa2ntzs9iTEsWOHv8e\nPF4iyNXIfYRv8Uzeb6Uelp58gO03xVjHvoH0K/8rAOBi5Av4TJ1r9htdZKtaOmjc7QUAmKZuYCfC\neVH5uIYSngkU73MuNKZtPBbhHC9bkthWkFUbXOXYKC4akFRy3EcSKrxW5Fn4qO4UKhMcayPNINaX\nldCe5jsyIT0OhhkzMXBkCp7rZASvVZjvQDuoRmqV61ERLUP9HJ+ri5oQH+ki1P9H+0RsvCpBFe4o\nm9BZuAhXNR4YslzcNlMeigKh/LycG501okPdJajmghmlBhfiiMQNuYI0RFslaoPW9ZDaqXhWZRJV\nkfe5OgO08lwMezpOdKzYgcnCBVbTFBA9ENWFyhkYlRwum5RUU8kmxbqMvz9Vy3SVrdymAswm5qH0\ncpGqvvshdBe4wIYDBuyHaXTls3Qk9jLbQILKW5so4UyOfV/L/whbRt6FM5QZkRwy70CnJhWaLr0N\nmaBVptzvQpZkRLXKQUPiqj0BdZJjWj9bxdC7NLR3PEV4LnBBduyk3i9UnsQvRGTqyEuBbmlx0amV\nMSKSnERzfG6oPgRZnuOfGzXB20v5R+d7UWhSpjMKJtu4G1UiEhZ1W48ZMHyehisCD6J6bkoSCymj\nTm4PLyg4F+HxEUzfI9WcLcrh93LRR2zc/PMtN+CnM7LrGoMXNJQKxSxaRo77gyp146Tj43QlAOxs\nlnDEQdkUp0TO676nsfcB+3BsrgKzl9RurnkZ+V1xfDFLIyCLFfChyOMb8DcwZ+RdwLqhjGjhJwCA\nPx1iLuw12VG4RO3cf/NkHj/6OY2D7rwKiSY3opqODqBx2Iw1UI8UQTUmFkVgjmcWpgU6fy0NdXFS\npOv7zWZNOGGsiDvlYmMv2OuYzlG/bwfqmAE3uuhgApI99qEtoe4FihGgj3PZvuOGvca1lx3TQ36E\nNPqOSLYx/gslEmoqT875NEbXSK8fmB5FY586kw7QgamkcsiJ65CxlSaGT3FNGu6nYarQOEZFnnWj\n2JR/s6nqNhjipMaLfaKIvbyJHhG93JFJUO/QUavk69DlSTkWRJ5vy7QG20r+zfNBE+tizUMqg0JU\n12nTd0OfrQ2poM7DjjbUYi1YiiVUI6Jm9wDHV5kvQi3GN2LUQ27id7W7KkRFsK9KAtQlDw+uujiy\njuwaadHhwG28f5d2qqQIUZ6WC8mjXFvexD4OHNzc3Sk7HK+L1Jd/Sj0t/7kK73toF76QbaHtol4H\nby3i+nd62Z9XqN8GyWV8uZebUDr3JBJv0nGeOnESy15+t1GiEzB1oMQ7Burf7MBNvN9glP/vG3X4\nLz0Pz2e8iy30iFrE629N4BE7wUZEScq++MGHKLkZbKuLqHFjgfrQb7JCIVI6JoIc66GwFm017cpk\nYA26qEh56utD9hbnRWbn2B1tXke9wzWr8fbj997lOvsLfxktA8fPUKZz0TmIYVzc6S+flWAgxrla\nqD7AmdzUQ2Xr1g6p5sN22A7bYTtsh+232D4RiDfXQwpXc6CCrCnu6Sb34XhAr2XvERfkI0Qz1jpp\nIr0tDLdCeHzqPNRK0qL7njTGNPReC0V6JM6yESo9PRmLBti1ihq8LQvKRlIzeQEOXKYdOERmqlAk\nAKWKXq5peBCtXXpy2T56nf6QEg2V8CBF6snfbNIb9LDS3joicXqYM3+gxsglyta2L2PQLq4RlShb\ntL0C1wuMEDFlcyhtMIPMiOXLqKl57aQSp+e/sxBEfx//5s48i6Mn+N1W8STuqxh00BYBRd4jbURm\n6BX2/VgO3X/HdzS//S62tETH1m3KsaVoYkBkFLLdH+4q21HtIKJ5yiQTVZ7CuwrEhog0Zi4XsfQk\n4YG7BaAiEtLH6aFmNGpYzxNpyzbDSEXo8U4fLyGRItIdEogkUnHi3iBR2GD1R4g8xYCv0XtL+MBN\n3TC2KedUbg3LeuqGt7KESofXfqT9UYxUSVFdNhKFtebNXWX70pgGv7rNsdKkmfrRJ7+Pl7c5R3KD\nFzeOc3w160a0y5xDS4n6VJtaRM97vPrRaf0Yj0noEb+9s4beb/wLAMDKz3nEMKu24tI7nMPvNWYg\nO0+vWmr/AFMgklCUGZiz1sggOk+dOvYuMD/JTFBG+QZ2x3hccjxOvb+333153xqQY3CLiN8nUMha\nfh81B9eNecCAxjrH348WJBpSzUUdEbzOWEZmj1ydPJAFrJwL60YeV/3iqCJLNmWjv4CqlzDWu1/A\n3jGyO+a1JvJq6kk2SRkjjR74bOzzeXkTy29zbQWVZWBAFGXYFmh0SdZVtqYGKIrjIWeb61iWc6Jk\nIarWd5Sol7im/bIIrsqELfCIrEgZQCNyCSxk21CKu81ZiwIZP9F8ucp+OSUmeIrvAwB6TE8jlSO9\n3pR0YHbyuZuigISq5sHQMHUD+1KkBLTPB8ywtIm4qvV9JKXda18DQOXtUQQf5/ieeOMv8c0R2oCJ\nci8AIPSiAyOv80oZkmYYJ8mMLAYnMZonQ6R/nbYr9JIaX89QZwfkWuyHKJtcdQzVac6z+bbIQjY7\ni/xV6kDSXkPP08ymlrOl0HuN86APkMkoeo4h4OaYvZrS4MUor/X9qnkRXzh466GyNZI9CIvUuAPZ\nKCoNMhoVwRptvejF6Ju0v82RMGxtyhYqRCDTUIdnxVKOqAsIiGDXuawVKg9tW8r+DmwvkbWR7tBO\nRgxnUEvQdgWyCbx7kuMwnNBgd5Pv0w+SRdQfHEH/s9S/xLUCGs+LeudhYLUgsl89VML/d/tEbLwl\nYaxkyGC/yMVvkvahdYaU27ixgXiGi1RV4+RoTSXUROSqoapGURQaHy0noRLpxpoFGg+FqwCNlHRj\nqaPEkKhEUtUDSRGMZhjigLqkkwh7adiCqzmkm9wMOrICjC5SmvUWv1vrbGJAxk1pVdXsKpu0xb8P\n5J7AKQf7fr8ygo1eLoTdvBcDHW6AJ9usZnNr24Erx1hpxv/hOPQa0kRz7gw2lkUe1DapQlOwgcBR\n/m3orXvYqvN88HpBi6ciIsL5BRqBPpUavn2R/3ZAh/nLpBDNU4/Co+eYbNV5NmU68GH1FKlf4+3u\nm1O89SEuL9C4+c5yofRaU1jb5UaYPa6GaY2bbH2gH60QqcO5SRqMpPI+vPf4bKNbAXi5cZT6NOjV\n89337/UCAJTGOlzFfwAAZHYn8agoS7fg8uHTazyn3HTSaMkLUuwPiVR+qSE4NNQdfbUHZSmjLwd/\nyok3ne5+OLPYOIqyS+hEilxg/e1TGM2Tir88+UOMXOZY6w6aKMZJ81aUIQCAzeVCvcBz3X39GE7J\nWbpMeV6DP1zkufZ7B9y8MvW3cfIUS7glGwYMiM3UnHkZ19xcD7oe6uSzPzTCM8M5rF55DYPqLwIA\nUrosBr9HuvqHL1I3Hst2N+K9t4GkSBJTFSXprAPTWBaXkI0NOfTiknyo7Ia1KZyjGMe5XB2AboCb\nj6+lRQ0iJ7p+FcchCs63ef5lVBtR3KR+1lVpGOU01NvBGHqEQyiycMISl2KXouHupg7P9nOOHjRU\naIQ5b0fcXI93Pd3vXzviNSjNXP/xDt9l8u8hKHI8Y1kPtbhPXuiUMSioZHlB3FnP1tAw8btKbwj5\nHOfVYGlCMc/fjQ2KCmlzNeQCNOpGWRgdrYjeLihh9tIeVStcu+ZgDtkmn6VuyiHXirvAJTlKOq7D\nRCWAUXCer3WRzfX4Mn64QCr5iac/i+M3OH4bPq5dw1v/BleffJlD+tOfYVJF51KTOYGMk6kbVUo+\nubzdhExDu3vLeBEBpchLrNCifJzRxZWdYTE2j2Cpww3dYksgrHofADA014Fxik5MyMS1MHCgwUEP\nZfvqYAHtcdrMsTdsiJ5NdJGKbTh7BftgH/zxSVzNMM2t+TMMEz5624mkl3o9WHchoaZulJtGjCa4\n1r3XGQGtcOWQFgmT8p/SY+gez22tH55AcZJ21VondR6P2BExMbq7oi5goUFb6R4zwFrmd1qTpJxl\nc3X8tNILABjVd+BfIVp7oG/juPE9IcnXHirj/7MdUs2H7bAdtsN22A7bb7F9IhBvS9TPVGhdmGnQ\nk922pdCWExnlclIoXQIZZYhyq80qpNui4LdfhnJHpBMzjiBoo8daERmdqqUO5D7+TpZOIuKgh27d\nAvx6oqy4mZRGs5nCqJy0VjiwBn9Q3CfNFuES1W8acpEY3NALeVMUsU92znGq+QAAIABJREFUr7yR\nCpPa2crPwyNnVF7tM2vQrBPlvuvzYLRI9PBmm2ndeo5pYXyHMuS+eBS+vxXjNGTAs7fpNW8E6ZVK\n13rRvsLfz005kX1dVPB4fBg7DiK18SwDiGJRB0ZrDBS4dtKA0RVxL7HVRNbMvw/rOQ47th64fkDU\n+Qt7dzXZy/fh6FF6xektIhy1OYyalaiklmvDpCVtapDo0fLxO3IVKRrHfRVyAc7xrgFwinqmtmoc\n8YooqP4M+/NYSIXXQK/961Y1QoLhiLvbqAm0qFAyMrOVsWKkQ50aLN9B2U0vVBFZhs7NoLRbj1DP\nJKnVrrL9/EEKk6Oc77iBfXHIG8gJqtp5x427LxIx+GM6RJ7+DwAAXZ60oX69gf0/IaI985MfQeZk\nBGnPdgU3ymQVbpdJVTd+8Fn87ldJPf7Nqcu4n2cWsXvv3cXnFfS6MUKknX/iQ5Suc44DvqfR8tJb\nt5X82AnSA/ebiYr0c93T2FWVcZiV7FtbxZsDtbur8I8SmSp2WtgRwVySUBVKgcI6k0RYFfTCui8C\nAT0F1KT87LL6YBWpTreWyID0ybZQHOCYKcJLGJ8mgrdfnsEvB6ifvjK/uzYeRnBLFAwwKjEPpi48\n4h7EYpAUf3GJ/XrGZMSfdZEtjCJcovCJyinqWCddCEs5hyX/MpSSXgDAQb4DlYyUZMdGNKurpGAp\ncE3H81pk+kQhgmgDDXG/9SArisb3JeEV8ULt2Cia4hlRawE5DRGZpkb7UpVKYGjz/4pAFjNpcXRQ\nyMHS5jqrdmSQVrozZwBwN+rG1B1GzZv0TrzXpA6fXidDsvHov4bvXcrsO/0UVjepn4PTCbxqIloc\nsVIPX7lmRvgE7Qb+7EPEnmTwX9o2h+Amg/6CamalWpgexOxTtFf+hWvYuU3btPzpFPzVfwUAGLjD\nyN/oZBFfm6c+/NTxOP6pqJz0l8NzuFCwP1S2fO4J1KQhjm9AjpaefRj4kLZH1ihh30lEO7exhJFh\nslHaug6RKm8fIClSGdZnMe7lOOiybWzd5Lg7XiohouKxk8UtItSXc5BW+HlbpsfTl8XaOmfFpoXv\n9h5wPW1NtfFohqjd75CgpuY4eHp8UO6uPVS2bu0TsfHKNFR+U16PLSMnZ6jiRcdHGiNvtEPaEAWn\nfaQr1ZkhGPykGKSFQShEdLFKkUV2h5x9v46rIuWrogYadbUyCHuVNJvFu4i4iKQbEec2mY4FqTo3\nCFdNCbmgorPtfmyLqy0OkdYSBgnycfYr6OieQEM3JarSDPSgtE/6o7ZmRvU4jcqTBi0uXScd29Pi\nhn+gv4kzw1SGg7/ZRFXQH6OmGuQHXAyyEVHIfSwN7wqN1ZrECNcL7Ec18i56JmjwaoIeyd6SIj3O\njSH25hKmgoKCPq7F1l0a4Amxmez+4/+FRJEbwFnlq7jcRbbbgV6Mr/H7bSMXm8yiwSkVDZ+pP4W5\nVW6cxT0d0iIN4fg++7h59mUcqfKcM9JxQCXyp0olLUiNIs1bkvpQ6tjweQfnaF7xAMYON/yBaA0u\nPQ1PXlCrw9o8XB0eM6zMXIDIbYGyehBb/VycT+/wXXMfhZT+Rhs7sogRE894zd9i/EDn5V9AF+Bi\nuyPdw8kIabCdI1twmmjY+/6cjkTqmWfxR7s8TpiPvYLQy9TVXGETv47R+H1tkjSc25LG60b+bvKO\nHVUTx1T6TA7boM59McgrRH93aRsZE42KoZ5ETZT3W2qVcfY85R9fIy17xdhdNqOuBomL/6ulhCOB\nXqzVeY3krPM+TDEaG0kwg5SP/VHtU0eMtSqMs3xXUlVC732evWePZyGZ55o7Ns2zfXWtDL+Bc1Hz\nPYGl1RAAQHu2hTMGOhvNKGW3GK0wPkJDHUk3YdcxivWWTApVhpuTUuRgCGXrXWWzGZyQtgVdWKLT\nsuPYR0MiEtmUnMiJxCKWAw2adjoC5U32UW9MotoWeZ2tDgzp+J5EuQ6ZuBZlKIooWZ0b6hbHZi+Q\nx0SVxuKgFkApykhvjZJ6rCgCsnHOVaAxAYlwcPVyN+R26kbfgRuLje7XpADAvpqC5RTf/ffGOmYr\ndFhcTtqPwuolaE+R8pRGRjFm4nlmZcWIF8We98g9ztXOU3cQWeHm9VygDx9epj6U/laH9nd5xJcs\ncMzOn3oNhT/jRnj/CS8mvHTaLPdXsb0kSPFHaLuazjyulhjb0BftwVtJcS5r/x4WzusfKlvbmYW/\nLo4GY9fhq/YCAHpEJPllmx2+cXHsstXEyAad96tuNaatdJ4/cPJd4+ocloXOue9ewsQXqA9zO1Ko\nvkDn1PgO94ilWg79bs7LsVoWmXP83a86GfgGCXJyEur9WOY5GDyk3O+pg+i7K870r1yH7OmHn813\na4dU82E7bIftsB22w/ZbbJ8IxFtQ0uOV6fSwCm8zZejALBdFDuJ+GFWMSqx36AEdd8WBMKmxRW8Z\nrjxRlnpYgfGESP5tJ0LqWdMjTaYKI/0a3BXJ9lWyaQy2+Tkn0k8adDFYEkRTSmsD6jZRqswphaxG\n6NRuinuWtRI64t7d9kOqilQMjORbi5xFwElUVE04YDLRY9PpwmgIqk6hZV/GYzHU7PS2hr4yh9Sr\ngs59exwZcQl/Wk6q+VrrFB5M0NMzHWRgsrwIAPB6LuHOHXpvI0+QBpF8PYNqkZT7Y6nLuO9+FgCQ\nScwiYCINfv09kX5SexJ7T7BGrzL2OIBvfUy2ryzlcTNOr887QQS5t2dFx8tIRmlkFP1l0jzLk/s4\nkyZcWbUT5QayOgQrohBGexNbF+mNttaOw2UW9XgdRP5LhQVYDEIfNBdh0hHVNUoGWNepByUHxyYZ\nGYYqSC9V3TpAOklGQFbeRTEn+gD2q2WzAPjex2RLd07Dkeby+OUFcZxw1IHFN/muad84bouECuZs\nDrZdxjNe/08cD/9b7+M7DaLGmSf/CqerfK97zo59B1GLSkN0kzoIYibFI4nKqa9h4TxpwUdffwY7\nQaL5uJTje/HcA3wnRlrQlE1Dt0lEbG+fRFgExeB96v1TWhv+7cckA4xaM6oSIjVdi+NU75FjGEzd\nWG49gmySSK/q0sMQYfRTW+S4tzuMyKeIspSSfrikRKOKNQe2tWSATgvKfSNcxPgkn/XTtgpn5aRp\nY+kqZH0hAED2MnXO36tHPko9lI0pUb/PeTOWdSiLIlIqcQQhkXVnmA6SKQSn5GLMuC6GlANINdlH\nqbkMo0qYPb8RQRGQlxIFzks1DRLirqzD4kFljXPhm/QhOMd+5tVcp1aVCZUJjv/pNJAyUuaApIOy\nmmjUoKI9a7UG0ZFSP2XyGtaN7Nugu4rtXdLOkUoOtZa3q1wA4PLn0FCT+fh6sQ+Kf8bx+9kHlGFS\n2ofxGJHptn0Bu1c5F4FPvQ256hUAwI0oqWqn6QbMPyQiftOmxokXOUe7H1QReI/0eulf0Wju/R8q\nbMxQZyff6sG7z3LsX7RHUf8fRIDrCtd0Lr2CZ2aIeP+j6TbOXWLwmUfvwO7W8kNlO10s4KaPjMHm\nnAryU7SrvxB3rmflFly/z7lonFLi8g7nSzUjR1rkeHh2l2usqWpBlhH3zDt+ZGKCWTIoUHpDJMzR\nESUPJzxQHeU4Vdd12NhggNfRV+6jJHIe6Hc4J9YBDQri7vnkSABzWtLOvYNBNOvd8zg8rB0i3sN2\n2A7bYTtsh+232D4RiFeaJd+uk+6iLEpDTZcjOBgnupAqViCvEG3mRcj5vrWCgaxAIvIapu2Cs5c5\nUQHPLtpJev5ShwOtKs8rEmU1xl30utcaB7CIYAYJiFh7y/uIlulNqfUOfORXaxT7aCfo+TTEFYFG\n1YhCje+SSrsHRchfY+Juo86GHZvIenSiDoMIxFDc6IP7Wb773F+zX42JKNDPc4eF6BF4LrDs15p/\nGfMZeoCKbaLVpwoarATZy5rHg7SJsESxOoSh0/TMkyWiscB+FPsiVVrPiRkM/UQEDzxSx36eXndb\nT49Y96s9mHUMRKjudC/Blo9uo9KgHJ0a0bWs5w4GQsx4U1LsozDA/8/sDaFSCAEADCJjky0sw5yf\nKKJffgLe+zwXtOYiWPCLdGx7RFutih+5Fv1Eb3gbmwP0fjuyMVh6xflKP1GwTWGG0sDxqytzyJQ4\nZlOek+jZptedMhJBFhKprrI5ZItIOogKP53jsxK/6uCemO/doBqzZYFuzTLccfEQbfBHPEPeT7rx\nuYvs1/xbx7H4HnVR9RUPTv+awVUyD4OVOs8/hbW7RN1NtxbxBV4D2R4KwLhNvX2vzpiAs74q+urM\n2tNIJtESdaALw1swvs3JbXyaKKyS7c7CJFYy2HTyXLGnyvPOliMApzoEAJBrJKiIYRmo+5AQhTNk\nR8SYDRnQCHEcy/kRbAwJ9Ht9F5YhrtlOlA/o6ZnGHQlRu7dXiViM+mBr7yC0y/V0MM71JE1YYQ+w\nz75VCQ5KZJtGNX7cDhN9lQVBYpV0xwwdXQXlPOUP9BPBp4wdWNeJoDSBEhpFPjfo6kFIpIw0bnD+\nqgY/rBoiPkUjDrOT46uSNhE7wrVlKorAnE4b0Qbn0NNYh0PDcWgGZfBSrVE30F6p9WFU9rnGCoMl\neA44TtWGFBUT0WI7roBa372GMgAsJm5j3Mh1djf4AM/8Pcct0CN04GtzeHuV46J/0IfgeWZv2+i8\njLbI+Nd6mdeNpFs6NL9GtPrl0gLezlBvd2R9cH6BtuzITa7H9UEdNKMsoqA41od/AZ4Hv6u9h+x9\n9kdjFPXFS8N4VQDbc76L0KtoO66EAzhq+QjNv/4x2a7oOrD83+y9aZBc2XUe+GW+XF7u+1KZVVn7\nChR2NNAN9MLe2AtJiSIpyiZFW9ZIlkxbsscKj2c8MRGembAiZMWExaDDUowkaqFEiaRIqpvNZi/o\nRgPdQAONQqNQKNSCWrK23Pc9873MnB/fbUXMIKGwY2J6+kfeP0Bk5ct3z7nnnnvOd89SJv8eDVjw\noTgHAmvUYYtDkzjnJ0qYX9pA8BQ919sXMvCIe2/jkrhPP1mDs8k1Ttpd2NSIu+PQItx13q1v3BA5\n6eNDqCaJ+miPzGPaQC+2UvZDMnB/T7mJBmxF0sjEiDhUpGEYrYy3qdUasHwo7uafuo+0nuMTcfB6\nRJEKf/kIzAOEmnYNbuCu6LoxewTVAUZovlhhwMuOLYzkPDfLTC2KbT8FTptzIzvI/3cz/N3CvR3M\njHHR4vI2sgUydFo7g60O4SyzhcK0rZdxwsSAkx1tG60iBdLWkDEoDteFIJ/v7GhgrxISret6B3sU\nh7lZh5xpDJ0iPesJD1p5CqFdu4IZUa5u6Usip7LmwtIbfJdjoIi3898GABxtjOGQykOrtcaDaeW5\nAGYuUXkU/F0suAjHnjiZQS0vSmo2qKhrhhn47rA+80rxNM49TOGLN65iuE7hrNYI967lQxht8v/V\nidmetMmKE3MhrlfVJjoH7TmQr3E+sXAXjjWugVQahOFnGMjmf48K497MFk5mqNSLkgpfk/xpWbXw\niybepQIP2E/p9XhD5qHnH9vEqQwjwLetWfhELWVphfS+bzLh0VHCS5G39rE1zf+X8pvQ6kUpTpC2\nZ0Z696zNGrxIxXjQjIm+xZcfy+JrFwijyW9dx7f+ESFJ3esV2CXO5+E5rmFdvoZ7V6iUh04ex9Yv\niQDCN1/C2SkeyO85CY3VCpdw4iuUAeu7XaDxVf7G499F3EYFPabyEPngsx/i7B+S59ul5zCUp9JY\nVy4gqCEMe0lEPR+O96YtY7HBLfZRcIS/q8CDpkr4rdgcQ/g0D/9WOQhjhWukE32UrTvnkNaSp3Ln\nBnR2wqou1YSomwdnNsW1qs6XYFrn39VuGpUkZc7n7sBbIkSo84mCNHodtnZF4ZiTccxXKcu30zFY\nCtzThQ1hGNqHe9KmsRtRE1cESo1yHzilg1FPmdtLueEQQYWle004w+SvoqfStrjjMKX4fLOuhcPB\nfdFppxAQ/ZkdKg+xnK8KIU4ojZnhinO+hlIV7RIPNa+G614wDMAp8k2NfieSIDRpSZSh1qjHKo48\ntBvRnnQBgNv628gcZ5eh3ZIK3RcI46LB5w9dDeL95ylHptwNpG5wjQpHOpAzXNsjLkLuXpcWL3S5\nt/7E/CxyL/O9n3nSiAj4ecL7zwEAY+pLiImucbnb21g8JoqXXHPhC0dI0yXL/8ipvJuAfYh8n373\nPZTGuW5nB3JYfau3jgSAptaIygFl5+DhEp65xn10/QXKw1zMA4gOc5XR40glGe4ZGHoEExFR/vR5\nziWRncOQmfrDH2qhsU/aMxYzcqIiZ93ChetaJvDsPs+G7bl3MX5Ao2shNACvcPY2x/iZoZrB0xHS\nsHR1HZnDNMjDwQKsPx5/IG29Rh9q7o/+6I/+6I/++BjHJ8LjrTRofe8auzA3aVUa56rQbNGy3Gps\nYbJBL6HcFvl2DQPc4N8LZj+6ooNKQSngeI7WpDRCD2iz00WxSC9ArtYR8NA6STiqmO+QBeYDWt9b\n0GLbSXjDF3TBSGMc+oqCNRDS8K4ICzV7C14XveN1VQbw+n206cHf2h4wIbxCc+vZaT++3+V7H9I9\njt23+f91Oy2s47UfYapJeDmXkjAqLMigFMfyW/R08/+GqRIPv2zG6w/Rsp3fN+FxhRbtWl6Fp0Fr\n3XaVsN/cYwo2OoRKzjVu41aMlp7xaAnZBD3/CRs9fMuwilSK87lpVu6jCwA+HPPBMM/fVkXf4kH5\nGKqnCZ1N6sahOUFr0dQoIFEkj8c9Ip2rokPORc9lxlyFWaWH+NdtL6aaRDi0h+nNptN2PJbgd5cG\ntMhOirQdYxYahdiW5Tpl5zOzJVRFYM61z/ngepvvzXd8UIIiNaZMOUraeqc4ZF5aRWtc9CO2iu5O\n79ixfpr5ipuXHsfkAqHtZtCBzwps9m9TTPWZlFrIf5Gfdf/oNk7tcg7vHf4n+M4SvbbDg4TyFuod\nnLxNjMqsK+HlDhO3Td6v4USdBelXRZW2p741hm6NcNju6AJ0KTZcmLv7LNqPETb+xQLRkrL9dE/a\nxoYNuKujbGirlM+Yso5DBvK/qm8DLlbBGmzYsOdmoJ8rTS827ndgglsWhWgVioneidU7iGPv0KON\nznCPaOJNTNdF/mtxEiGJtn7LJMPmIFqkLNOL2JlrwC7QL2fbh8k60aILOwE4nFEAwKEsafww1/uK\noBavIyAqYblFJ7NWHsjbOYdRaRgtMZ/mkA8oCHhY5P625DasZsqsJ3wYtTLluuNywJ6i11efFp3O\nDFVkcqJaVbONhlVAnrILKSvXS1tg1aMKKtAG6fmXd1To2yIlyWqCLk6kx96WsOE41JMuALjh/wsE\n3mTO+lz1VXxTpJI9PEpv/n3lMpT3qCd3pk8hEiKdz69uQN1ncNWWlR5zWx5FXWZOu0WVMPMUUZTX\nrTMoFlgi9bMKZf1CcQJDvosAgIjjBN68Tcj8XDONt0vUTc+liZD8eGwfRS+FI4NjWOrS47+WWcFT\nx3tXwAMAXa0G1xj3jqurw2sqEUjt90W1sK+koBMlLs36InbbvAYraD4ArovKaoPk3ZmRMDZEqc+0\nZgOTw7xqCyvX0DBQoRvPcy4LxQKuniZM7v1bOzpHqWPk8hKsomLbQIrymayEkZykd90414VBx31x\n640RdDTcp72L6/ag97/ye/+fDnFuYL1cR9NJWMu+rkAf4p3nYEJFeUS49S1uckfDAl1LlEob3EVR\nT4FzZfdQ84gotgI37oRtFMURKgTj/gAaligA4HB1AJui9Jg6QGFRdCUoJTJflyrDZSNzUyk9XGYK\nmWmYMHHX68f2HQq3IVjsSVtA5KgvVBWc8RBK+dt6B8YU89+a1Vlog1yuh+u8M2gdnsCdLcIjX7QF\ncaATykZywTpIRfDrN6gw/mh6DTNH+PwdScFZE+HLtnoWndZ/5HNHeB+S0U3CK7MU2xJOY0Qc/u0V\nFw40FK56mryz6rS4UBF1cW/13jBheQuJRc4tLJE3HbkGg5F3vGlpB0+KRuJ3kyPQeHiQtf2ixGBJ\nxREjIb5yaguJMSq0+bVhJKe4zpEWlUop4EVN5d+/0qlhV6HS1kgD0Ih6uxA505VYFlZQmc28NYKy\nNwoA6A5VUbrHg8bS4AbcDvQufHIu/HX86DAbdvsNNFD02k1c2BNRmg+/hHicv3vunYewPE2lUXRS\n4UbmPEiIkntnHrmMnTd5wB8xXsbeMA+9O0M83I5e8UESUdrrT0r40iKh7eVYB3ERsX0qyUjxAiy4\notCIfMwE5I5/nfxNv4bD738FALC//S0AQPM5S0/a5NIl1Dq8LM1ZCbnPWVxoDfC9lp3zsNup8Ap1\nDQIKjSDvGOV+rNLGnogatU25YNjne9pmF8pTND6tYP3mlqpCL/LpDcEqSn7+Vu2mCeNmUSdalBJ0\nXbUjfJKyGnjlDq6f5npGpmooV8V3VfJ3LN87pqLi3kUzRQW8ZaFsObxW6NrUFblSFoYh/t+aM6Jq\nFjEaVn53pDiKtpuyE62mIXt5CA8pIaRkwrjixgNppw02UeS9rNQw7OV6V9pGRHI0IFp+cdju5TEo\nOjrVPSp209RnxmoW6QHRWH53E+regw+nUdNxeP08yB+KHIfFSTnKLlNfSbIfL6ZpmIcvOPCXD1G3\nnf6KFv/hTb7j0T3mnhebAdzS8LBNz8TRtVPX/sxcCU9+g8bupd/kXglejuCNDRq6cx495F/mgXz1\nLy2wpMlrgyhEEzhyGIUCnRFV/d+gHGJk/+BlCba7dx5IW1U9QMLGNUiUpzEqk7bbj1BHrVyrQ5ol\nDZLSwlEP5aGpPg6rAG7347wK2XFV4NIyV15x7cL/l+JqwKpH5itcz7uLvDI6N7SHFT91+DOj57Ea\n4Zlh/okdrrOidKgsunMdD2BNFHsy7pWRXaEM+r+wjNvxB3de6jX6UHN/9Ed/9Ed/9MfHOD4RHu/d\njPBY6nEY3bS8dI4awnVajeqADv76R1YzvaVA0YLMEC2ZnZIHU1VaXLGIH9a8iOYVUXSWjh4+E62p\nTQ8wfpcW7+YJA4JlWi2qTkQIlg8hKyKDi7YmdDcIJUV8JizpRWRgjJ5bop5FdZAesbrbO0dtw0JY\n5kTlEpa1Iuhl/tNI6Fj+TH4fyGs4X9lEO2g7Cdg/xcCYty/4sHuE8MZTjThUAZ/9lSS6KlUVnHiD\nc4yXPsTSKM3x4/aXYYz9JtmqY2lC32gSp9Msqv/27X1cH6MlNxEfh+40PZHr20QOmq5dzC7R8p8Y\nbOKve9BWHbZgaJ8BDa0qIbDWfAePLXMOP7Y4cHtINGXwlxB205ov79CLK7U2kDTTsxq4dRJKml7z\n8lATI8KrsLZouerUXZSP0LuILgxhvcO5e08mkJXIy8ldWuIdbQQVN3mqZGWoR+hR1V8KIjdE+Ehd\np2yN2HoHfDTlGj5/gbKxGf/PAAB5fBqfGeHab932InienvCKz4xBUb60fZ7yuRBzwN7gfH8clDDx\nCGl3m5t46CJhtE3RRWfA7MMVUSWo+OeHgbP/FAAQ8Hwb+/azAICUnYiN42gdgxcoG3m3B3t1zl/t\n/gaUIOG++Sr7M//7P631pG1LexbHhYzrmvS6m/YBaAtci6Cji9QO+avX3oFHz3mu2EbIB0saR230\nchcWk2iKHM/gxeuI2vh7J3yi+049D9EDBScOtrHppKed9C2gJKrGjcUpI6mRCcQWRF79U250iwzq\nczcWkbYKCFCJknfoTZt+zYi8QEuaRe5pXy0DgygTm/OaYBCV6xquItp66oJQjvOtt6rYEvUDJk1N\nKAIZyek1kFSuccfBgB9LcAvoUJ7CWRnJLoXWVbWhFCDPRA8KaOUR3DPwHU5LGdUG56OpauFeIYpV\n2bNj353pSRcAxJxtSI/xucXveXHwFHkwpjJgsqI8if89x3X9lXP3IKvE3K9truLLomTkT1eJRKhf\n8GAq/e8AAOf+7LeweJR66mj2Gv6Xo1ywT7/K66zI09s4IQpU6YO3EfhbcVU3eRchB+dzbYVIRfe7\nN9ARzeSXzo/imfe4hredi8iZmw+kTe8ahbpI2r1OHYZnKSeZ9hucY+Mh7Aj90e1kobFxjh6PAYgK\n/1Hk6zun7Khf5VoUjWZon+bvjtjMKG9yPR8XPbory3ZMCNnYtG2iwZs6VJ4CHBKfa+QZUe/Ox3F1\nk7JzZsgFQ5v7e/ogCsVx5IG09RqfiINXo6NilKxBuAQk5PP7UBSRhpqqHwhSKasiYlaRAN0dwk6T\nMzXEWkKBRzX4QNSZjRjIGMPeAHQWQhfGVhIbE0IANu1oTEYBAPq7VB6ZoykYRdJ7M+qE20KBjWUL\n6Nq4+bMaCryrXYe69ZEC6Pak7XCBcE45FEJAtFW78fJPkA9xoQxPrGL7BptFF2dYbCPQPooV0QB+\n9l/HoRfZPO1cEbtJzvPYHAXv7PY/RnpWlNHUGeGNi2bcchgHKote+CbIm6F1ExY+FHDvYzm8UKPB\n80eNAzh3KHH+Cu/5JHUP++fIp9U7vVseziSKOBCVSQxjhEIHkmewPM51M64mkD6gUTDh0EARZ1xb\nwM+TEQPqS4Sw9hx5zDb4W/nKDTzv4eFxxU/+2W4WUF4jhF0v3ML4GPlQXjDjGTNLM3YMVLSNphaX\nIMofPlqFZl9UXxj342aL7w6IiG6p1Lus4p3SGiziznT4dZaMVMbzsLZEwYTjn8Jry1EAwJlDU1hx\nsHjF+Q8J1bsevoqfLHBzD20+ibUQDyT9ygE2nifNgwIu33PVkR7g5j/l6yJboyJO3upg5C6hxdtf\n+GUAwOXrP8VElfNacKygpiWc+PTlHSx6xSF8lnP4BfsYXvv2/bRZcIBIh/KaMZMfWnMHVQvVQVnT\nAmTuyeHuMXRENLMrzv3krRmwtUs5Oz4cwc0r5HVzYASRZfG7Jcpc57iKgplzvBgbhksUrBnx2HFT\nwK0zDdLbtNyEw0LDr1sA0iZevYQ066huEHa+p/D5gNtzP2EAmuZgJ9rrAAAgAElEQVQYDGnyQQ7y\nt/aCXfhbNLQ0MTfkIOVEl+hAK5PmqpY8bTUbmCjz+VR1BAZRulRvS6IdEh2ohAzIu3pApGPVw210\nszRG9vV5uBo0+suSSFcyJ+Ha5ymcrbQgy5SN7YMuNG0e9DnbHhT5welEDnUTpktR/p7XgNIFFstp\nemkg6uJ/g88ZuX8NplkEJO6L95bcSLt4aD1zhPu09EYYqa/9GwDAzkAWg1XeUf6O/Aq+7Pu3AIDd\nMA+91stfgH2GnbZS21Mwi1aSZzJG/HaVRu+zzxGGDygPYSPFDkAn44/hSoq0FZUkJqXcA2kbytxE\nocI7Z38oht06ZeZxlTKSfTwL/Qr5N9rwY0+0tYx2F5ANMR5mVKQTarJdNAVif3jPioxoep/OpnHc\nxX12wchD1W2QoCwy5VOzn4f7JPWqvmKFU0tn5I6G6z63GsXDInOg6lzDZJoZJrc3VzHxESGTDyTx\n/zb6UHN/9Ed/9Ed/9MfHOD4RHm+xS09HktNw1emBZHcl2AOiT29gF/VtWrzKGL+r1nMoy/yuUhtH\nuUGLq1XL4biezxViojFCwIhKlTCcOeuCQdRbcLqXUNijZZX08HlbLIKWRlid603shGib+IzDKMVo\nperrIkCk3UZHRCJDcwjAm/fRtm1hsEPU1MR8gdao7UU7jm7QSg3qwsg8zIIKtjyj7+7Ul/Ez64w+\n1l27AZ+LHvy9g2nknyGc6i8xiGr/2XfwpR/Tessf0yB1hNbdhzU3qpO0NvXLnOMHWglfGmVf2Ljd\nj9cK/Pxpk4IR0Ux7TUC8jZ1huEUw01uH795HFwBkZRk1Nz3lE6Iw/UFyBS1R329kehStDueQvXcL\n1hZhOdMu+Xd3W4NpEbDSsDSx+SijobUXTiM1yHcaF+kxTDgc6PiJCHRqBlSrhNFGn13CYpK86O6S\np8sBCS/u8e9rtRKsoryhYk9CD3r8a2byzD8U7Elb59QmnrlNT64iul2pzQI+sNGjCywV8IgoGflB\n7r/ghYlfJV+1pPH3fj+KJ/4lg0ymfxhHo8LApXz1IQw2RSDghyyKcWXej6/EKLM/MmRx5m3yT/Oo\nCdFBzu/cu/8TAKBg/VmMDxK+00bfgq9BT2X7UR2KTgb3XHmZwTEDG6s9aTPIwHsHRG8mjojgsk0V\nVq2IJA26ESwxKOiG+x7CVlr8g0bSfmukgYd89AoP6nrknVxj3WYD2rPk9ViKVz/Jmw8jP8K959oI\nQhFedcVcRrPNtb0zIIIgl19EYIp8Wkq0gCb34fI9L1InuBZDIhGzVOn0pM2T8KIxTI+sYyA9kS0J\nu6NcC2e3iMZNoihweaBPcw5h0YmmZJYQS9NzNdtrKHUonyMpFXbRxzctvNx024iqCM7UZTRQRC9m\n10EERRMRulKdPLOafdgVXqVB9UMvAhd1VQ9200QSZJ0e+YyrJ10A8EQ9h80Cvbt08Dq8Oj6n/yvK\n3LEBO5ad9Ao/KP4Uhy1EBc5kExjV0Jv8szz1qK25jPg3yeufzQKY5br9nO4zSBQYgOm7xUBC/cBt\nVOqkx7+XxuvTlFWX5pfwaPpHAIDuDuVhOzAM3xjh7NWX70I+TxfwsfppXL71EYy+fB9tBUMXBoF8\nWituyJ/hO1brXO9DuS5qou/z9cNXYXzvswCA8JFPYaTGPV1pMNCrMV2EVRGo20oM+SGu27GVAcgz\nDPAa2iBt69P3EKnTX/UViqhURcMO/T3cbHPfj4eIOn1g1WGgQf6VOz/EnU3Ot9OsQ4n0aiPz4NH3\nePujP/qjP/qjPz7G8YnweG0aWn/GKoBRWm8WqYzSLi/CNTEdJvT0ZpoxWk2dtgZmUVTbkLXD6qZF\nlpsqoFqileoWgQ8fZHMYEUE8kieOikiVsOxH0BRVWgIDtIg1iznEB2mlukIGGETf13hDA12e74jJ\ntOICtQMgy3dVZnvnFa526PF212fRcYhyg+/soGhh3matrMXTLt71vefne0+9PIK/CdIbOmboIn5M\ntMuz78B6me9e79DaClvn8ZoIvqq/boMyLCzTBR/Kv+AWvPoeACAU/lXE47xbflN6DU9s845iyR6G\nXdxXvjpIa/8JjYyGkZ5TPtc7j7esLyIAemfvVilKpk4HzSa9KUcTiN3jnVJkeApSle8YmaB3XNQn\n0F2gx5Fuu2GM0mtM6K+glaEFbnlyBABwYSOLgV1ao/6wE7JKeXj52nk8a+XvRYu0pKdqOrxm4/20\nLtqBRWHcwOFsB+UP+HnjPPMA3bvv96Ttq+8quHKUVrN5lV6ECzaYRFDHpm8fPjPX0LpcxpsG3ocd\ncdGi/uJX/iM2X2OTiYy/i1thBp88sbiExcsCiZgmbcPeH+JPFoXVjRvQnmLx+tvVETjdXMNbV2ih\nW4plXP4MPcjU6ixCojmFVLoJxwb3hv7nKBs696PAI/fTpstYMOohTwpRyqT3/AhsMcq6tKTD0nH+\nlmu4CKNoYoA93ltqbljRPENZbVT34RRpHq5MFVZx93ZP4nyNcgMeAZiM6RRsu8nLG/YOppZ5v7xs\nFVXl5l5BTMhTI+9AxEP+q20v9le4v1YVyvoRy+H7CQPQclShaYkC+QLN2gjUIO+Iu0KpCK+IQYhs\nORFzi/KvJsqQTllCS+gV5UYNIVHCcsNQhEnlfHVm0lsstNDOiaYNQ1q0i+TJqkbFYFPkB1u5nyqd\nbSgSUYRMGTDliCKU5BTsTc5hW1uGy0v6e4WOXd2dhd8kvPjKGVxc4ToffJ7ojjXzHLY69ED30v8C\nzvpF8t2UxoU478v/yRPcN6+sGPCkmffeK9UZdGX2su7In8KhCb691HkVAJBKDiOZ47z+4cA+ruSo\nV/esXTiXSJ8lzPXZmbYi+AMGmsZP5dE+4P5fGPs8xj/Hu198837a5o1H8U6bfJDbANKiWlqTv/9D\naxdPeLn2odKz2BOyYdG/ibVbzwEAzhwlbZWGglKUcQOup0fR1lLHfDiuonGd8RqlCBGZ+e8bYJ//\nUwBAzPA0tGYieGU1BX3m1wEAdhORONtGFkYX32Ed/jqKnigAwB9bwC0jgyBP3E9az/GJOHglDSFc\ntT2EusrIv+2lHLQBFkTwzu1hX08F1GqIQKFaCvkGBa5WeRMFUSZOq9PDIKISa3sCqp5OYk+lgqrE\nGnCL/qGh4S1Eb4uUZw2Z626YUUtwk8KXQkPUD00gilEB3ZY+5BybIxYMdPj3WKz34ZTSU0F8TjuL\niwoX2906Dd0botPOWSNu53hgNO5SyGLjSRhSPIwT0mFc/wGh2eGmAd45Cl/SQ8hJib+M1CKhR+sj\neYQy5IM7GEf0OpWccYRRiJeWX4N9lX//SmQKq3bOfaITx20QippsMCAj1R6GVwTgzGdfxDb+8D7a\nsp0xtI2ETRtrfwUACIROQ3YR4px+o4H0i1TswfgibjVpNMQFPG/xnIP2MfJdrbQxV6XSqGsn4LhK\npRKP8plaSIVH1FW+NiGjHePfxzJ3UCiMAADu+Xi4Ha+VcDzL+sChegNVH+Xku84Mjp4XyfYFwn7a\n7NB9dAFAyjeA4iZpG0nxQFKnVrC/IaInwmboktykheI6XCKiUp8kJByX9vBsmc/95LoW/2yScNgr\n7jGM/Tx7pv7NVfL/ufVTSNhFsQ33KG74qbgeq72IV97m58d+nsrDf9GOeIv0OGduIaTywHii/AS+\n42foaWabBRDGlt7tSds1jx4/n6VyTQxT1i3XtqAOUal0xyqw1kSE6B0dMhbCn80ID2D13i628zRg\n1EYW1p+KurkZM+ZsDKCpT0cBAJ6UHYsf1Tt2rCKap4ERaVih7RCenBR7rGJzoB2nQs26G9i8Qsh4\nwraNccMIACCv54F1s5DuSdumvonBNOfWCfDQNJV9yLs4L1vSDOMB53ZNrsKuoZFYECUVPVYD4kJp\nhxxJtJOiN63RDb+b8yyt8d3BgBsHOdExp5LAQY0AoqaSgqheCnOee7ft16Jo5P7u7G5DNYq61+oB\ndKJ/ta6jg7Hw4C43hndUrP4jHvQ+mwNfmKSR9+4S1yWjJODJ0jhqPfsDhHb53eVj85h4izrr1S7n\n88jmFjKW4wCAyvR7kDa5hgVzGUNOGn6pOULZm1ENnhnkofmt+acQFgFKrffXUBonXyt2GvHJKyYM\nTlMfmWILiNtF9HBShfbGjx5I22Ikg0+VqG9SjmnU3qPctxXyqXmmiOyKKPZyeBf6LcrB2sAxZIZp\niC5kqOcq+hBMfspvsWoG2uSpsVyFVQQgFlPkTTPQwJ1V0n4CZtwUNUAfHjqP7QJz0l+fFMVQJioY\naFNOjLsNQBJ5vufOYW6999XHg0Yfau6P/uiP/uiP/vgYxyfC422ptLBaph0kk7S6R0Y6UNO0cN5p\nt/GQKLpuLhCOeC8UxOiCKOc2WoTSpufSLLWQd/K7viCDKFJJC+SmgNG6WTgthIwuxo0wufmdZpSs\naOgtUA4Is5X2TXAN0kIarAZRttEC3LbS4jPHGqgV6YnERT7v/3PMgJ7w4vAbGL4mOvgElpF/htbq\nZMoKo7DOLCKJ7JW3T+GpQ3zvKwdv4VPCUs5oW9ircm7aZXrqRdMKXBHO3dBZRHKTnvBd0zYOd+gZ\nbaXp/Z0zPYu908z5a93+HNaa9Ay621soOegdpF8SZe/+QQ1LcVrHfk3vwAHj6jKMKqH0k7qvAQCG\ntq/icpvzfeVEFdhncNCSzQNHlmiFLIs0hd06lkq0PGc67+KWQDDk+jISU/TIikWmMZiyDrRCtGi7\nV6JAjnw/N/MoYrZN8lL6Afm09yw8wkqNZzXI5mhf/qrGgDiBBIRkykPhIWNP2pLrSzBPMh/x5gTh\n+YjzLHy6iwAAZeIEUtss/Sid18PRFgXVJ/89ACD2jg0vDQo0ZSCG7wYIpw4e1GH5T5SVF54j/Ld5\nzwqpRT6FD+fgfY1Q53eDFZTOMkXC+m3yZup3Arj8u/QKjxZGUPb8FwDAojSLuTS9N7fINy/OnQLw\nrftoc+pk7I6JMo/bwgM4Z0NwW8hhtYZ9URVODoSRDIjeyBoiMxXZi7UEvaUXqjexZeeVhDKoQ6pG\nJEcVAUP35A7sIqhwvz4BR5L7zSJJ+HCYcjLT5O/nl0uY1TN/M5hq4Kft7/J3C8/DoJJmnCTPzCu9\nOy+1WzW0ZaIamQPqErlVRj3G52tqByU9/26o7aDaFA0RRJpiJe5DRDTFuKKtY6ApujcpSRS6Avmw\nj/Df8jWky6ShKUuQRK0BJduA2qL81vPkrznWQFqktajbdViDDNhpqSEYtMJrLmmxZZR60gUArqOr\n6Ao4O+SL4cBBmRgSgWYdZxrJIcLHkUtubAwSgn1q8TsIZ7gHFhd5xbL8G+fw4U+pC8KyCzFRDjT8\naA0v/QlRr88+z+fXbt/AO27qPO/iNB6XeYXyhy/PY+RFev9n7Px9R1yHxTXuPbv1Q3TOEfF7Jvs2\nDj746N7jx/fRlvowhLdkytwZpQ7FQr5HJCIO/kwcEDn3QakKaZZolNZiRspBnrVy3DeV2TW4XheI\nWXYMNtG4Y+/QAeZESlzou6L86ecPITInenO/V0bYwHW7F9VAZDfisRQRqDcPAjCe5Z7ff30YelFT\nYddawzHs3UfT3zc03W7v/NOPc2g0mv//J9Ef/dEf/dEf/fH/YnS7Xc1/zff6UHN/9Ed/9Ed/9MfH\nOPoHb3/0R3/0R3/0x8c4+gdvf/RHf/RHf/THxzj6B29/9Ed/9Ed/9MfHOD4RUc0vvcloNUN5F+qk\nKMtWCWMwxQjmuisDNceIX9XMSNH6ug7uo0zOLmcGUdXnxG9ooBNlv+wm5mS17THYdMxT3VzeRPUs\nowut+SrG3Mx70+aYe2ptaXHPxSg4R7GKO6Jk5JCiwKQyiq0wwug7w10DZAujjANZG85//v7C7f/s\nf2WBBovNhFSBOWCNrBMjDkbtLXermBR5jjvXuBy2wSqqgyKacq2OcoWRk5PhReTLfIfcYjxa3mGB\nRRI5zvYkzEnOt2irw5hmURCzm0n3rS2gOsToRJ9HQmedOZWtThQ1HyPEbQo/G/HvYVc0OHBNOvF/\n/Ksz99F2/j9cwMQa1y7eYk7bIIqQJjj3W0oAHpV5fI12FhqTyO9TGcVZaJjgFQVKNIoeyDHSsBvU\nIj/AvENzlPxN2X3w1Eh7WdIioGeOd8N+F/Us+eewMVrVGD9AeYAxDtKOAxYf6S9a9ZBLlJ9QnXK2\nZVHw+jcfuo+2f/dHR3F4WXSj6bBDUkJpQTtG/tnWtpAziZKHM1HMqezukhTdT4YKH6DlYxS7pvgh\nfKLI/6FTetyTmDfolRh5eWXWjPkN0aEnYcbeFL/rH7kC3feYx9hwjPD3R+/gnJvysLV9F9vg30eN\nw8jp2YVKMpKeYbMR/92vvXwfbV/7vS10RSeoPQ35NGgZhq/JKOC82YRCm1HP5noDUpslHbMqv9vO\nd6DKojuM0Q41zeeMnSryg+L/otSfq5NAEqSno9VgzMQo9tRWFqUxRpDq0ly34WAbyQbfYWxUoY3w\n73vZCdgTlGvPGGkPGhL4nf/hmfto+9nf+hGaen5HJyKAZaMJTQvlqaOa4JUpL3lfDrp1fmdNNDUf\nRg5tDddQ2wG6Wsq3ki7APsDPsyXRpUxrgFNmtHQr2ULbJPKV5Q7gFCUwCvz9ts2FOigv1oIRelH+\nsGIpIdxlhK7a0kE3xr3xZ7/58/fR9vX/+V/jMyHK8p9Ha5g4wb1R3yK9thETlDcYga8uL8DyRUbK\nD2+pcNeY6yqfYImHn+xewq6PBWB8+QzmzzASeSv1HWS3mCFiC3AfD/xxBl9+jNHJv5c4hrsnmD0w\na5Tg2aH+HBI9mWfnCrha4d5q7FuQfVr0T2/akdwjj7/5n/78Ptp+6wuH4RyjTHWjJkiiPVmxxDNg\nQFnHvXvUQSefbOFylXz61OIwti3ksVPhHjp4MoXDXZHnmx6C70PqIOmwDfUl6mBLlnKYnrGj5GMU\nuxkzWHNSHx1TyrBHRV0FUT9gctSFTpk82TLdQFtPfRaw7mAt+eBSn73GJ+Lgjcs8VH0JDYyLZN6o\nXMa2ws1ibDuwP8XDbmJXdB45lsNBjQeLoi9CzlEIk4odxjAVmkbHzVqNGmHQsbiAcdANwy5/d92o\ngWuf4eUlUbJXVwAsoqnzUteL8QPRnWTLj9Q5KmLjJpmvcerQEMqo3LvkL9pGKqJSvQlZw/l6PDbc\njHMx7boS7spMwRgUtanTsg3OBabptHxOaEuiiEcrhHaRtNWMomKOoQFFYTpNeG8MB07+v5ZRUJMo\nUDoNhaLoLkHqiqo0GQkm+QYAoFnwoinAD4+gI1uzQAkzMb9ULPekbdzSxd48aZJ3qIxqZQl1A9OQ\npkp1yDUq1fhgDR0dFbh3UxyQEwW07nHTmBwtZKyi5q8RaOZJp2zjZnNnu9g1cu5HKkVonVw3DRzo\nikbrjQY3Y3k6CNs6DQnlTAtKnESZO0bU21wPaYBKMjKW7Emb/+AElieYdua5Qnqcj0uw3eb/h848\njMsq6TmvmuF+i/QbPsdnDOUxHE7xkI/PG+DyMhVKGQ/hoPV/AgBeO8r0iqk7SWylyWvzUwkMp5gS\nYvyGD0szVIInypSHUccO3higcXTMHkFkncph2SvDW+Lhjx3KutKd70nbyD0TDnQ8sN1hprXZ4wHk\nRM1kQ2UG+jZThIrOMOQCD86m4H/AV4emzYOjnJRRH+K+qOXd6Iq0PZNoAVdMD8NoolwXaxJ2wO8W\nIoDZwjnYinzvXjEAq8LfrdpaGN+ncVXzVxAws1CIXqaBXLKHetJmlR3olMXaGzjvtlKGXk8+1pU9\nZOvcD91tC2wOKuVpIQbWoSE0M9zzJX8BqAil7raiJFKLPCahl7QmxMukQR88gEmlbjKVrJDaoqiF\nmf+2DQqGa9yzLW0ILZ1oVad3QjW0xdzcaETHetIFAIafVvDOWRqf3vAiTDfIn/i84OOlEtrJEb7j\nG+/C9B3ycuzuFH40wwPsxCrX+4UXv4S3/pi15ZORp5FepIPgTX8Rj5+k3P7E+vvkzRNh/CTPAhmH\nP3sNmnV283nSrYNO6IjvDFNe3vGfwNRtykA5cAHh978AAPjGuAOHte89kLbKUwF89i/Ik02rFzrR\nMtPr4972vO+FwU7+7e0VYD7JIjFqJwVL7qMm9JQj90oIGS/LpT3kcqFuJO01pwGmL4qCPDf4d+2I\nhON7lBNrrgFtiHrhhVYRS0dFXfYu+bGS6GDqCOU6mXgEjxwwhcjanMfgfuKBtPUafai5P/qjP/qj\nP/rjYxyfCI/XnRR1dU0SIFz5tL8O+2Vank1vFdWPap6Ker82rQ0uF5/bW0jDY6XVk9Vo4LXQEmmL\nUmq2hhlvisbUwXwSDTstxEMbWVz3EdLw36KlaRvKo2zg33WlJJoJWkAHjgo6t2kBdRq0bjJGN6yi\nxKV+rncDa7NIuk/Wt2GWCMuslYoIOzg3SzeAtTK9sJboBmRrZ5D3iUT6qh5tO81xV8qCgpdzS5WE\ndxKX4NPRst0wrMMpSlcaHRIKReXveAIACUmLsCgk0HAZobUROquZnLCaRSEQUXJ6MttCIyw8g1is\nJ23JrQbMIfJa4yYiketW0K3TQuw4Cziw0EO0yga4NKQpOcjvBqMd6K3k/1bQBdMmvZqWtoxQm3S6\nbPQgsyYV4SrnK3XsqLvpORWzMVQs9GgNdsqOHUU0Q6RT3h6EIvo6lyU77EfIy73LooCGPNKTNm/O\nCa2woO2iZ3NaN4vVGL2Md040MWymFzD1ZhmvnOO1R2iJlr/1Zx7GdpIeYn4VuNcgitIeOsDZ3yOs\nl63Qq584CKIV5LtCF6dRHKRMrb6YxNPiCuVOnLDqiZYGTx5wL4y+VETrWfJBv9bFtpe8PnWEHol2\nu7dMliJL6OaFl7BHlCEp7yNc4LzyuRjaYo10lQBcHa5Rp0DkQ63tAD4WxdCbNYgXxHssdcjZj+ST\n8u1DF3UX5a/WNsPyDlEJY0SCp8X9uxsgAoJMC7U2v2vvBpEWe1bbaGJfFInweigjho3e6ZItOYWC\nTtRiFz14E/kIjnQ4932lC9lKnuVtTpTr9JwVLb/blZpoayhH3WYImg55Why0Qd7LCjroQbXRgt7G\ntTC6A2h3RW1pkwrFwL3ubtFLq1S3UdBSHoyWRbQVFjupFHLoSIRF9ZooDM7eva8B4FNn3oM+9BsA\ngI2fa2Dtt+lhj4rOV9ZaDjhLSFj949Oo2Vh85ftfiuEfXuL1xrdECVepMQ2bh97+4ZwDhh2iJZYJ\nI1bucI887/o1AMDV0R/Ctsum4LX3n4Y1xIISu54ASl3+Xkjoiie2XsZPj7Fz0NglP8xzPGJ+d6eF\nN3y969kDwOD1LNKfJ39uLW0hsEE6PKJIReaRUZg6nNfwzjSG7PTQK1MF2Fos5lIUyKAXJtT8RIW2\nFMA9S32kt2xA2uS1kTzFeQUHhiGnWLZ2+XE9xkUf3+XtQ5gUtb4/EGdLZKKBO4u8ovn08RlUddyn\nyc4p1A7d33Hp7xt9j7c/+qM/+qM/+uNjHJ8Ij7eioeV77x4QHqBVFCqVcGucFtB414T5Ku9+2yo/\ni5YsaG/QOmxb8qhqaBEfr2Wws0uLVyvTi4OiwLNAr1ANauG08p5jsSVjRPRc7Rynpb7fMWK8RXuk\nudvE3hgtLqfBhK6RXkm1RU9Sr9uHKUuLOfOetSdtJY0oPJ8qoG4mDY5CCelp/m79XRM8TwuPNyYC\nT5ot+BUuTcK3DmeM1vO+oQatlt5d18JnLNk8boU5H0uxhTkNLfu44oJb3LMZsqR9YiCGjOgtC0mD\nVonelMeYgCFFj78g7otv+hwoVOjpnhl7QO9TsxXlPREwIrpH2ewqNhV6QDqDAXqFv6uPxlAUd7Fy\nlfNZdZYha0VQQqeAhp8eQ72bg17H76aEs+3U+JE18e/asBOyid5i06DCsSd6yoper41SDLKNz/uL\nZWRc/BF93oVd0eAiNExr1pbtfcd7azKLn3XSM7pjmCH/VtxoHKMMzJe2kdugHN06NIz2JD2KSRFr\nsPqOGV1xN+41ROA4T094+IoHxV/mfa/vGvnaHV2DWeI90yuNFn5unLIxgMegLjCYJnSaZTZza8O4\nU7hIOs+MYNrMvs2Z8+9j9k0Gc90YITJzzHAOwAf30ZbMudFtcu1zWu4Vs66BdT15Yw8B+hZ52smu\nI93iPf5+mB6WR5lBa5ceotWiQcNO2fclfGgNkz/OKL3G5qwBhQ/p/Qbb+1BGuPbasBsaUWYzrJIP\nOksG0SzXUPV34SiJUoCKF3ZROnAP9A6Drdx9dAGAMeWHXjRSqUrcx8OhBBIK5xjUO2EUZQHrGjec\ndiI2pSa9/UKljWEdZbrgMKDVoBy1EzoYQc9cMZC/iluHgbZonGAG7OLuWKNvQRLNU+DkHtQkzNBZ\nSWexGoBOBLIpLgOUFOfjNntQTT242H5o4uv48y7LLd7983nMPUdPd6TCWIGLxjqe2VwAADQP5ZF3\nsrxhrfmL+N6/ZAeep1P0RpUPLmKvQZ4U37iKi9/kHD6zLqF5lXJQf4j34q5lCcXzLEWbr13B1hmW\n9fwH2QLeFWs3Lu51M1+fwelXWNbzztjnMC26WF01/hBTm4UH0jZk8yKh4xpIHfvfNaTZ3+PvyqoV\nzWPUTUMBBaktdr+yB+/CkyDqMDD1AgBgZ/EibKPCY24bkTlLOdvbVDExI5CyBuUsVSnj7DSRK5/x\nA4Ty9PzvGoywmEVsi4UyO6voUfDRu9Yv6xHLMZAt8bU9jN98QJDPA8Yn4uDNS9yYHqsWm0UqroRW\nDzcIM67YBqGtkGGGLBdStWXhCvLQNBrSKIo6yFcOpWCti7rJexQQ1XMbZqH01WYZu6JmsCanxbKb\nC3hUJiyjSYWxLokAnIgbAcH02r00tOJwkcIiujNhQEdE7XZHAj1pq0Q5R43/CAYL3IzJ0RzKdykM\ntZkcSptc4MNJQqndoSLSeio+adOJkiTmq2nBrlCBl2KiocCmbY8AACAASURBVPioHqNpHqZa5AET\nIUBHSwtbVkA7fm7+OE7D2CZ0Jndr0Dr5u+u7Xky5KeBtPQ9/d7GG0QSf2yhFetJ2K1PCgJZCr6kI\nharvwCXgdaWrwqvQKGjP1pHPCANDTxo8BQP0kwKqj+vRGeK7bXkD9CucZ/Mk393Yt0Bj4QG65rJh\nTiK/y8oheCOEuzRdKvuGtQ5skb/bsgRNkwpR0urgGRTt5HY5r4ajd7VSydjGlV1GLZ61UulvBAso\nJ/hcqPQQyidIh72kQyDH/28epqHhLN7BuouH8VTzDAoFykzSqkVRIiwVqVAmY84gDiSu52RuBde9\nnOP47fewbRCw5weiQbfjNMyiadxCswZdlrWPx16V8O405efMdRoK8aMHvWmz72Jnm3yfdDKidqNk\nRKjLoKSUOwJ/jTKpt5jgcDAiNifg40rHh6iN6x3U6BARxlwllYHa5jxVDedoylhg81Hhdpruv2vz\nVjE3oRH1kbOipaS7nIBUZzPzdgWoyYSlJ9It5EUd30iachEfn+hJW8Wsg4uvQBVc20zBgZqJ+0mt\n1VETNaJNuTQyEmXOL6L62ykt4i3yxJzehuyn7NjqWnR0NPRDbRog5WoTjazIZHA20BU0q7KKhjDa\ndKJ+cM3rQFWlXmq2UxgxcV21LRuyYRoItUoZJvnB0bHfjt3CQy6uwYGygPBfUT6bX4kCAM6GVrCr\nZ/DQ5VoY5yq/BAAID/wQtb/4VwCAtedpaKxNr+OFJvdW+FPD8L5Co1YXHsbW/LfEPEX3t8O/huEB\nBiMdtOOY2iRN9eA+5A9oMI6cInSe+oEfhhXqUnNjH1sF8uSZ6hMoR64LSpbuoy2brsEJBgMeDV6C\nIUpHKDJLeTBvbMCyzD29friMoGj5GjJ9DncbNIBlF/XrfNePxKBo97jawFyS++wRZwjdAuWn6iH/\nl+o2pDwM+nKrX4ZxhXrlS8ZlXI9w/wzd4KG65h3A+DAh7ltnojj8U8qO/oaE5VjxPpr+vtGHmvuj\nP/qjP/qjPz7G8YnweEWrTJQ0TWhttFrMewkUpgix2mq7KDVpoafEZftcWUFeoDnJkhdWPy0ZT8KO\nZdEZZaJAi6VV96I0QSs1X2/BJyza5GAb5lVelt+o0Wr32AqwjBNG296twLZDD0Z5NAjbKt8hiX69\nebmBSouQyMRCsydtui69vL3oXZSMAlq8lwIUWlaG1BjmRKPmbpBzcRQApcbn2h4N2sKzz98z4cMM\nrfjjg3wmWZmAt06rMuM4Cq9LdJ3Jy0gK61ht0mNzZxOoQqRHDRugiDw1kysNxUmPwrrF99btO9gN\n0iqccWz2pK0w1MXRKr2AbQ29E0fNCV9QpJ+0M0hX6CHO7M6jGiIdHmHvSaUDVPPkr2ytoSqRJld9\nFp1jXPt6g3Ms+/cwPC+6zqyY0NaJjixdBZo0abbRSEbTakRGEik5DiO0HUKlVU8UFi3n6z0kenvu\nmHrSNhNKwpSk/HQG6Wm3Lv4ivvgUrfby8tsIZ5gT2fXasCtgMn+ciM1cYAB3BLLyfuQnONalzNTK\nHrgF3y16se5jQcwvcj5Hn3Pi7QV6c9V7Vfy6kZ70q0cJh+VTu3jkLOk9eNeDAwu927F/HMXzKvnu\nFh2+op3e0J52twirgPjvCa9QluuIy/TeNO195IOco8tuw3ZFpK5FRdqQUcGwn56Vt7aHRoIeUMHt\nQiDDucldesQ7ZSsGHdy7BX0VhQ6/q10twmwS+fLCO8w4Q/C6iHKl2nZU21zvu4N5eBqE3Asl7l3d\n9lZv2rpGtMvcpxovPUyLRYeIlrJXsgXgqYk0OYsD+g7npnYob40G4J+gjjF3p6Cte8R3S7CIPN2C\nlWupr5XgN1GWkxYLKiLFSpcvoyV6MZtF4FRb6cIt0l7aFqDkFd7SahYt0XHMrvMgY671pAsABh7R\nQNp+HADwZF6PzafZ11nf5loaDp7C+yKn9TH9GiaCPwQAxC/74PqqSFVscY7+2j9FeZo8/cPJ72I+\nRg/R3dDhxtSLAICvaznHrvYtlF7j8y+0p7F7iOhAfucY9v97bjrNSyLAS7OF5pf53OG1MlJLvHpY\nrRbhWXlWUPLafbRpjg/COsQ9oEtOIXeS6+HP05OMnTChsEkd60/40PZyPuvWOIKMJYQKro/huXl8\ndpue/U71MSzMEhXqZGoYzVBup0S6UTFbR3zzNwEA9dPvoxnkHPYGTGhb+Xv+ElP5sNVB2sfnz98p\noKaINKQqMCv/t/X5+UQcvJsVLqSz04TeTbc+t5+HKUqFlwsbIIu7n25WQMbDa8jcFQrKmkNNHHAN\nVY9xPZV5fI4b2pTUQ+GfUVvVoy5xE5o1M6hoeQc2bRSHhZqBJsONG8nOQgpzI+Su7aAKoWAMPGR8\ntXE4xIbenVV60pbO8M7FbD8Fg4iGLppM6Bzi5p+800XawM0AAxW1UmmhHqZCaLTG4dVSGSVcJszV\nxN1mkfyYsCeh1XJz55p5xOPchNp2CbtCkQZ1PDjzZhNcHSqKTsGKhjiopHQX5SANE4eP89IcaDEq\ncz6m/d6tyk7sGJEycJ6OCtdCb28i3yGdRsWPsRHyJamxo1SmUBtBi8nkmIGYOvTVDsIG3ilVQtuw\nG3iQdZLkb0BnQ7pEPgXkEZSEUWWvb6M2QkL2tDyk5JthaAUCqNEmYRNR4Uo0hEaLm2hN3Bercu+2\ngC9ctOBPPk3odlsRUP+pS7iZ5WdTT3hReY/zKZhLOHOL37k9Q/5vb4cQGeBm9J0OwnyBkaB1cxdy\nghCe5QkaOydvzSJg5fPdKws4e5e0bR+J4A/qhPAiCc57xLaJG8ssriBLmxjqiHgFzzI6lwg9PjPI\nORY00z1py2qGEBtllPXUIudQd6lQ6twvvqAD2jg3jDNTQ7NN46RkFVcBFTukBte97C2gqXK/ebQF\ndAa4j+riDtMfbSLm4SHkrrhRMlMeImkXSiIfdkqhci1bWkiLqw5HzoKcsGXtQQOyCg/hlsgDtoV7\ng3XN7j5aMo0rjWhMr9O7oVhpEDQ1BUDmHL21OnL7PMirVuogi9kCR00Up7G4ofO3xXvdMOWoCzRd\nTkzx1lER+fShugVZshK1nBEelbpLkfhet9mNVoGfOTQ2VIUh0XAokBzibjhlRsjeOxIdAHIzecg/\n5IFimBuCQ/s0AGD9D/4zAOD4U0fwJSfft/rSUbyvoRz5zk/hCy/zvvevT5K2p+UtXNzhPv1segav\nj1OObKmjGNzh/rycpd5xP1TH5Ff53OL31nFsl/yrDL+Kf+Flru+ORSyW4ShK18hL1ZhGeoQbcTh3\nActnRST9n95Pm10/A3eJVxrv5oLwtcgffZN7ZXJEi63jnJehPICxKg9OR7WNpVFC5qc6fCZe1+D2\n1BMAgDu6OzDeoZKZCj+OfJv6/rUKDVnT+Br8adYzUMoDcDj4juiKFp1HKHOpUa6PLGvhd3MvZHYe\ng0em4SPPdxF9578NPO5Dzf3RH/3RH/3RHx/j+ER4vF0B/UTUGNrCu0pZG0gI61dT1EInyutZPPSE\nFmJzqEu0pI/mi1jz06qxlxK41qGlZt+ktZT2FmCIiohaZwj5Ni0cGXrIAo7arxNqiXT8aOnoMfil\nKg6KImcvVIMhR8t+QDyjjcWQF1GL7kpvqNlUpjWWaN6Fy8EouCZS0F+nFXXHG4fiFJWcIpx3K9GE\nrcHPZN0msE3oJ2JeQm5IQMHLDAqDK4M9UfkmVG8gNSgg96QBx1UR9NJl7mmnk0OxSJ5JIQ10Rnrw\nadmM41fJ94NZWvXOjhn39AK69PW2wrVqCx3wOdXA70yghrRRlDmsJZFx0eJVmiswVgVsbOG6NgfK\n8H1UAcnvg3aT/28OuxEokceVaUJYuU0PTBlC8QFrDV0L6Riue5AWOZoO8UwkYodhnFb35YMJaLbo\n8es9ZZQEpDYg8vWscgA3etD2I98YnrpLOHO/TM+xpo/CZRIR5n9wFPY5NmrPwAbdGL23oSS9iObk\nLHw2cQ1xOY41id6odvcWUk5W41LzlIFppPFtEXDimbSjbCI9k8NNeFZfBQAk/c/z+cu/gqnn6RlE\nWg1cbpGnnsUTGNIxmGv/Avnk/wVnD8oAXbUO0yW6Z1lh4es1gzCLnHSbVkZcXHXoPHYk9fxOzsn5\nDusTKNSIkIQ6J5EWsH7TJKMoms9rLJzXcY2EqkC8ux4/xquUr2KgDF2H3ykWuafNyT10/Hw+l5Yw\nMUY6y4UI9quUM6uZ+9hu6k1bpaJCN0Sv2rRN76RiSfxdPr3OGIBL6IeyswOjKEs5IKpcafwlZNoC\nBlZyfxfJrFU7MIvsASXN7+rNVuh13HvVoAvBNn+rcKiKWp5IikjdhWxqoz4kyuHq8zBWyf9WswtL\nk+td1Glhiw30pAsAzL/vwMAEPbZ2vYXXRBW6sd+h/6R/tYjc1j8HADw2/Q18/2F6gBavFq+tU/7O\nvEeVXzx6HfEIS0ZWT5sx94a4AnDmcCrAdWk9wX08cW0RrYLI5W4NQfWNAACGXHNY+QHzig3dr/Kz\nwG3cuXkJALA1+BnMhPnd0Y4Gi3/54Khm7U4cy/OMGO5YDyBZ+F1tguiFpeTHcECU3/TcQs1M/Wdq\nJTAhcokrAhXd+KAB2c7PIp+pINPgb5T3NjBlY+ng4iOigtqVEMYnuWcbO20siGDGuH4P4wnKYlUg\nB3LxZ5GX+f9JNQF9kLogsWuBMdIb8XzQ+EQcvJ17hOGSYR9KGREB6YmhW+Ims8KMkpsK3LnPZGdn\newgBAxmzL4+jsEulUDMsAVUyTxoieVqnHzYRQVlMLsA+yYNIVazQxAhDtgXjysEE3AUKf7rig11P\ngUzlDqCt8d2aCg90r1VFXBaFGPbcPWlTjCKFSDJDF+RGcFYbMM9zY1aSQKvKg6GR4IY3ulRUReqB\nnB5BUhSpsOoDMOp4wH908OQ6KrRhHu7dzD1YhbJx63RoWEWhj+YI3yuXYBUwm7ZaRj0p7nA1DVSG\nKdTlEmkzyBUEhilk9c3eSs4yqqCyz7kFdSLlxKaBLs5Dr2pwYFikU1U7egzpCe+UjVSo7a4TSSfn\nPupIIStRyQU1VmhEcRSrhodJZqwBJS7gYWkIUptrUW2b0PKKdIJ9GmdRk4xQlBtvOKHCFfIL2jKw\nDXA+uzXKi0nqfad2PeWG5mv87vzrNAje8spoy5yXfewaWh4elp+vPIvX/HxHR2JE8s8kLyB5i8n6\nK8ddGHcQZl/aGcNAm6X65vI0xG5PJjAYJVQfen8ZxtOcW35VQb4wAgDwixSW/ZO/hUubXwYAfG5T\nwYiIXE6MBFEqEH7TiQOgfqd3NHrNV8OAMAo6qkjJ07ZQ9HAPhLUJdCR+vpPOwBDmPbJtn0ZQdzCI\nqSb3Zs6uwGxjepRZLkF1kmeOA/IpO1NCYZuy6qrUkAnzkFE6HXhEvMGOuDO1h/xwggd6J1RHThSZ\ngCphyib0gk2k5BR7F2PQWAbQEJG0EQ/3VRkTEMH3sHRyKIhCC+HAJIpGHpzpFhVxKarFIR95nTMM\nwlwT1yyDCXS6XCN/R1zLODNILHEP1fQqqhp+bmlLMOq4jyrgPBWDATbwsNXUuiiJE1nra0LWcL9I\nJRui0oOLTHx6cAvfeI5z+OxbtxBZZWGI4+/yek6N6ND2/y4AYM/1JdiuRwEAPw4v4d/uk86N54RB\nu/o4HrFRP1y1NvG5J3gPqnvfjWiM+/DzJ1j7+2/dLeyVuHfPuRax1H0JAGAty/irFRqRXx2h4R1L\nJnDEyJSli7GfYv2A10fbwQyOfFXI4zv303asuImFJPdQyCGhkX+YvBLpaalMHg6zML5KbuyNvQsA\n6KpHkFulbMzO8l0zzyTw/javA0/c6mB6kHK9WMhDm+CePXyY+qpiiWIrLyLMJRM0KfLp1NQ4bjnI\nk8gieeb1vgX9GuVv67QFlgrPiaPbftw9vnY/UX/P6EPN/dEf/dEf/dEfH+P4RHi8TlEmrp5R4PEJ\nODI1hK6eVmFHzsMaozVTKhL2k9oa3AvSepYsKfhdogB/dAZpUVxBVHBDM15AIUSP2WfQISusFr03\nhZSF0ON4jl+uZk1ID9F609oLMBTIIpNRhslLa7NRpDe1XamjciBgqXbvhH51mtasddmIuOjkM4oR\ntDKkrabTwSsibZN62kFy/SQ0RgZiNOYrCBX5uaqvwVzmfBshWrk1swmprOhOYvdhtE2rsChpsdil\nd+sSeZTW2iAaNXqofqcHVpF6rKy14CjTKpzV0+KOGYDAJt+Vf0AgSyLdgcZHr6QVJ9wIwzhqAl3w\nGlaRztJ7sxgHkRoV+XIZEQBmLSFsJuy3u6+B30bvzejroCWge6OWPB807yGr0PKM2/fQbTG6sF2V\nUBVlRi2jwrPSGmAWnYzWg2ZIt+jBFAMKWiV6NmaVv1/ttnrS9isv3Mbru5S5tkTZekjSYb9Ii1kT\nBJQq8yQvFtvYrZBXFtArXGmdgLFEK3hgOIqdVxkBfSoMFIy8sti5Qw81eGoKTwQJgd0q2qAxsfxk\noxbCkJee04hXeLa7Z/FYTsC5+hlcLRC9mZJacGrFfhjnep3f6e3NV2taNOuUS53oBjQ6ZMNAh57r\nXmETNZl8sjoCqKv0HI0DorFC04S8V0DRRhlSnjKVs1thrNMTrjkpezoUMTPL64+7/xd7bxok2XWd\niX35MvO93Petsvatu6p3dAMNNDYCIEASJEUNQWqhZInUjCZGtkMOe8YRtmU7wvvYMbId4dB4hhOy\nRElDUhqJFEWRIggBxL6j0Xt39VJ7Ve77/jLf4h/faYRHzFb4FwM/6v6pjKrK9+4599xzzzn3nO/k\nTEzsc60yPgvmFNclc0UAG5xddCU5aNaVRr4utdaZFoLVOQCAu0L5HGiJsbTBr8BZ45qu6fQwT6wa\nyEtVRH8Qw5RApbbrDQwU0h8TLzbum8VOgvs73fbBlPCwa6hCCzBiZbgZYmwV0sBh8X6LNTRDkhns\nDMGwqE+iCa5Fq+v9qFtayXSjtUk6I4qCZkKSq8J9eALjI2cAkD/7RTyT/x4AoHj/CZy9ySsFn/UL\nAICt7vcxkOujE8U1pDc436XGM5h8hu8eCijR+f07OCkJoQ+f1hB/+dMAgO92fNCnGZG59MZXAQDH\nN/8tnjtH7/ft7pNQztJz7Tjfwb/UKH9v7WwBAJIzh/Bvcn8DAHjW+zXseJkUaFdvIzhzbz+vObeI\nuo9ygkAVxiXReV8lrz2pJqxd6uLc9gjqFQJ67DxUw4Lo5Qs5huF/oWkhE6M+MtVZbO2R5hcCSaQ+\nwbOhsE3P9tgHn8O3zrwFAPiNmTKWJQFutzqDE7vcA5djlLXUMARnkGeD//2LGEn293XXHyBdH19X\nfq9x4PEejINxMA7GwTgYP8PxsfB416KcxmS5C8sW+MNIFDVN0vY7k8i6aPErcmda80xD8QuyTSyM\nZp8eYDtQg9NNKzUo6CSdPtCNyd3RIAzvFP/e0ZuY89AyaoJeY8rpQleSdTyNx+AXkP+WPwfXvpTi\nSIJX0HsNftCzurHTH0ub8i7f21qowmUTjqxsNaE4ON9AchuWQa8mJDWO3UQPI4Xe29ylCIyz0m93\nx4m+JJn5QGvWawUQyNAyU3QNpRh5lmgEMNcif2IlqT8MzSCUo/WnH+mgVyft7dkleIfSms3DO++J\nzVlYUhNst8YnjoXrJvqSGNcOcV2KuxcRCbDW0FnTEdC5nq2HgCWp+R1Jva5vR4GWJT3TAT/KJp/R\nGmqYkPq9SZUWaNHTR3BV+qhuZ+DT6MEoMQNzA97FrKe4Fg/kS7htcc6z3igGabF+9z0YpBiZSPi5\nXh7XeKhPdQuYfYglGCfiXwQA/O0rlxEISz/jWgmxMj2chr0P9RF+L/sWn/vNkwv41YyUye0+hPcH\nfG+jkMChGba2q6Xo+fZ/UkAxwIsv5RdvQpfyh2VjD+/fptd97Qx/RorrcCcoUz3XZShheh/hkAO2\n3EdWqpzMh9nx8IO1ho4TDvLy2rzcdzY30FTprTZVwGdJsojDQgzkkdqjF9ezFWiaNLSwu/DM0etx\nbZYRi0pinZT9uEw3hoJqFrdNKBOkrT1bRegW99PODOlZdCjw3ua+sHw9DN1S4lPQUHLRu4tIQhbc\n4/ebNXTBKZCuISnv2dofoS6NE2bDNvoG5+YJashKolC9yeeaRgNBqXUNm0PcrUPsN0JoSO1o/Cpl\nvjfTB0xJPIwkEVKkRt6pQwtQp+V1RsSiZRMlKS3ylW1Meig7jl4PoyrlPtBWYJj3RkAa5Uf4myqL\nVr+4vonYl8j3ArjOufUFnMnyWVdfPQr/GSY8xW/+Mb75Ot995FXSMPdEAab7a+TPzntwCgLfpL+G\nc6okga6xFLL65BP4UFrj9Qa38LagSk31Mrh2mBGg1/ivUF69hn84ZOLTaxMdpL7MMqVr3z+G2J/e\n+/7a9mvw+/iQ1etPovJpfm4XGdma39lH72W5hz89C22ZCFLW1SnceYS19e53qFcG9y/hkpQe+uNb\n6AeoQx7OzODQe+RZPc4IVOTUS/gPkuSf1o3j2if4++p6EZrA3R6pU/+aE3ewJn2xl4fAMCeJudYJ\nLFfm70nbuPGxOHhDZSbbVPU0Rks81Lq1KtJObsLS7gb2Tkt4TXplTjhVBPO8IHcXy0g4JNSXMdGU\nLDavgHEMAh48sM4w2t7iNkpNKuXJRQdcAuAQlE4p3qANrciNZeEifDWGw4bNJpQEF7DbFkzgYhNG\nnO94wK3jW2Noc0mN6eiOifgxHuI+XUHVzw07ND0I+qhg0hZDTq2EB4MmlZ12tAXfVT5DfyoEr+C6\ntkdUFIOlCpz7VL5zUFEVhdR2FXEoyWe4pZFzVysDPQpRxKnD8jCE4rD2MNBJ86Tg3I70PJx5ClZY\n2xpDGaBrIZgNqfs1qLQj2SwCczxYHGsxuNzkVUTLoxWggRFxUDnkm4OPlFXF40UYVDrRYgBToCK4\nKv87mVIQavHvdrSNocKNVUz6EduVetgceVrtWPB1+L3KcBthB+efCHnhu8b59BcZIncOymNpe++S\nD/4oZfG6+g0AwOcGftxIM9lr+JADtT0qHd/FIoz3mDV6VWpdn2wVkP++dIqafRrBGcLwOfxHsOOm\nrD21QJ61dxbR3RGlcfERRO/wkH7rnIGIzH3zBSrOzv0GJOkZF5xZ/FqXBkg5PoLrguCNR3mgTejj\nDaYJo4O8yF90nclg1bSBvkEDJqUuwuGnkkNqhIz0nN6QEC5CCWRNrts+vNip8hD3eJcQkIQUd4Fy\naHmdsHx3Q7BDmHXZOwML3iGfsWxxj2l6BiGfXOM0Q4j6+TmoGOiPaDyFmjSuShiPjeuvl+Dzcm+U\npePQrOaH3aUsO/Q9ODXKodV3o1sXaMwIjVSfFUNfMIz3S12oceqdqCeE4DXKemOWRq9Tc2B0i2s4\nMdtGrkGjNaksoBOkXC0KfnMnUMeExfB72bEOzcm16RteGF5et9RSUaij8YAuAGCoLQTvZ+i2cP5p\n/Mj6Bt/9MpN86u4yircoA5Or17D5JmnaGbqgOqTH+K9SNqqv2ph6m1n5vuM5FH001r781Ax+IEmK\nSx1CP+70A0hKwupS5hTMEPdmI+SFdoX68/NZ6jA3HsFLj5Dvqau3kXmdRvgDj9Xx3T1m6OOFn6bt\nquc61ItM4Go+fQGlPPfn6Dxp6ByfRdjB/TTlPYXWFq83+q4W1B3Kl2uFxsGlxgDDCNdo9vgc3G8J\nf+I5jN6iUWBWuJbbD2rIuxjOTnR6OPETyucNO4grs5R3xcPzaaoXw+mbrIEoPjSNdID8qbiPI/Dm\nAWTkwTgYB+NgHIyD8bEdHwuPt+uiNeo0XRhuS+1u5gY2i/S+nIEZzIoFsy2WbisVQHCPdZZrth/p\nOVonQctGdZ4WdLBIryi7NI2KgL5nrjmBk7RSs8V5dPJS4ymp6vWuH5UQLfiFfBYOBy3MicJR7Km0\nuCLrTH5pakBbUGzyzvF1XLUyv69OAjWp7bOsINoOziGmtdBq0hIeRTjfR80ybgu6k8OTgLZI78O+\nGYItkVFHSkKe+2dwXqOlnch54ArQIzikRjBq0fKsBMiPdLAOuOgdd60ulKH0t1Sd2JekDFeJnuIo\naaLlkeYDa+OB2wtaFTPSvckrocuGPgWjSes34WvClSRflN059ASh57J4fLMYwFT4uVeowSUoWNnW\nEtbd/F6yR4u3WwxjmJU+qmsDzCcm5XtbGE6SPrVCkHWY76MrNY6OTgGmn9ZztFlBY5Ueq98nyUMS\nkvq7Y+ac56PesM5dRlb+NjmLWJbr+eKfZhHI8LMy14VaptcSDEuf1fp7uPIb5F9m7yWkVIbMfOkG\nNiXp740t8r9dW4RyH8ujPMYidkRWF0YNXA9wDkcWGaloXh7CK+Hs3/ndVVx7RRITd7owZrcAANM6\n55ULG2Npq2aSWG7S4i+q9G7U8BCxOj3Fyj7QFeSvdKCHpkCsemf495CyD83N/RYYLCDW5T40nH7U\nO4LANaRMR7xleKVnbV2tw6NzHyda7o+gFyNSh9k2+6g1uO6dRA3ZosDw6aGPErtqXc677mmNpS3i\n9MGjSCShRy/NcHVgS+RFNyPwq1K+o9YQqDNZsyQds8LeAHw5gUQM9jFoMhJRH01jWkoHXSLfujEB\ny8G/7+ZseJe4Obtbu9AGlPV2RzqaNfOQCizA00PbIIPtZAXBHvdOq92G2xUfSxcAzI66eOxV8n3v\nS2/hsXfp4TXEAy3uWPB9mrze/uEAy9OUr62ZIkrzTwEA/LuMurk3p3BKSsaarlt4L8ZrlSv2k+iu\nMZHK+WlJ5OydRXta6uJfewsntS8AACorRRxWJNRc4/pcWK/iCy9RBlpPHcX2HufgNrpIHfm0UPIn\nP0VboKujL8lV1ctL2HD8NQDg8TAjScWbAxgBynPJex2dFUa5wk1gWcrn3lilH7n1bQNLT0u9cnGA\njni0S20d3RMMUZ8oUw5vqI8jeZV7F751lIKSfDm7/gfJkwAAIABJREFUjJM3qHvWNc5BXSrjxi7l\nunqrhbUIv3dq4wY2l++NODZufCwO3kSXG6yVHmDUEaxhTxRuFzdhz2ug/CrDQ4uzkj1c1NA89gQA\nYLp4A7Ma78C6fgcWpCVZZlEAKbomhpJx2Ey5EanzGWYqBteIIWi3WzpmVFJYtgSj9HgJ7hoPKmum\ng4UdCl8+yfCKz2oDLd5huIPhsbSZIdIW0lfgmJHG3mUHYkJGZiaLloBPKAo37q2qHydneWdQcltQ\n5L5XzXRgSkG/lSONw+kWviLhKWPVi57cn1Z7HWhDhkrdI9KeLdq4GeTdicftgVeyj9GehJqiArZa\nEvYqjxAJCLhCYLyS808A+RwVV0Kj8qy617Ba5RzrKQWzeSqVgdmGx8eM30RZspB9E5BrXzyqtbEm\nV0CK810YGhXIntwrxrJOdBhdwqI1gzsxbjb1dhLBLjdc3U+mOtBDW7JV06U4OosCyqB24TUZCq3V\nyZu0LzSWtoI7gYk3yIvLJ9ghRcnuYWNPcJBjbcw2JTv71goSOifvXmR9oXMAZHYZ1qpec6F29tsA\ngODVT8Hq8X+ddSrO5blN7HZ5MF+fuoJVD5Vrfi2EmyppC25LrgGAh75E5fzNF65Cy/DviZIDwTUa\npZOfpMJ4ff6XAXz/p2iLOzRsuaX2WaASffkE2lJ7OvLWkJQuQ+mNAQoLpDnTET5bFrZi5N/cSAF8\nlPEdJYxZCe/uSD2v0x2CtcX3Jld66N/pyd8PYa7HqxtLgHDMlAEIVvi0p4eCAMNYvQ46XVn8KGuK\nD3d2cbfXzf93tJMh6JtU/NlFOdxcVRzr8o54yzcPzSPN6YMKGl2usWaQhqJjC5kg5+jux+BucF8r\nnk3kezQSo1F+v9/dhyJ5GZ5mFdZ1/q9qldGQ/TAUrHEHqghUpDtR1w1N8M91dQ59B+Uh6I5hFLi3\nAu++lYbyJPWRo/kDfMPk3vuVHHmzfOwI1n5CZp/O3EZjmvLQibcR+gHnvj/JA/Lo499A4xrvgDd+\n5MTb/znxin/rm3+C1iFCUbq6b/M7jhvw/BnvfSNPbSJ2mZx/unwGL58jTOuLXtLwW7e9+BcJHtx+\n/UF8Rq7B0qMtjAbde9JWv53Fqo+H9G19F2GDtP24zGzh5NQmsjb3CPQ2Ju6IzotU8Po05ejQe2cB\nAFsrPnQsytHJnSb+OsCD8z5nGZuHqQsfSlBGnu7ZeGH1FfJ0P4LeLI3Bwl4e7hDPhrsdsXz9dXgP\nCeDKqzG80yQvKygg0V65J23jxkGo+WAcjINxMA7GwfgZjo+Fx7vdpnWYNCwMJKu2nVuAv0xrMZ2+\nCXOVFnZpm95A1B9FtEEraza2DMu+DADI2segH6cFGDRo1ZiahbhAE+ZSKVT6tFK9VQvuCK0WZ47W\njappcHrpmSl7DpTaUocb6MNOkF2ZgnQv6rVgGAwt1ra3xtIWz0nf3VgFPQHYT84aCHb4+33VgUVT\nkH/anFdnNYtygSGqdlZD1kXPyR2uojhgRMBw0buLDgIoeWilDeJdZDfpJXhdzY/68KYMetJVj4Gj\nYnWHVzzYyUvmX6gDe4u8qqr8zkp0iL6Ea6u+8WIyaZ5GISrQbCE+Sw0G0XdIpvLaLBo+1qr6J230\nWqTfd4ZeRtHagydHb/q8J4qEQjqu2NOI35b+y27yeq/bxFHJrt1Pt9HI0UtaOD1E6zKt30Sf87S6\nwFyIdOxEokg1+YwqFqGZfJ/nGOd9e/Nu/O/fH45YFrFzgtx1h1a794oXfoki3I8buBWlu6727mDw\nS1w7XbJgo80o1Pc5381T65gyvwIAeK3egTJNT9kVl4S/RguR3X8LAHjosoZbZ+gJd384hPIl8uqR\nV/kdY2UZf9bhO5LnbyH1xG8CAJzRbwDLrJM2Hfy+f2ccGCbg6+/CNki/Wmd4Pu/ZhSYISpmJJtpV\n8vfNQAjHJQHOcsl32jaiOv/eGvUwkO44UxMl2DXa8hmBUuwX28hMSQLdXhzWHL3F6VYFpvRMdVUY\nyvftdjAxQT5u2oCvxfkMgzHog7sdgxix2PCNjzDBWYQmnm7F4BzSozCaYLjc4ymitSP/O+OEJold\nDkF0c1p5FGx6ig2zAI80g+h2VOjSRax+h3tQ83nh8khfYstEUWqMK6obDrmm6SncV349jBzkeih5\nFeWW1OE3Skh5GAptKypqw/F15QDQ+FwLw3fJS9u5gs9pnPvGMe7pqXer+PATnO+e/XksNlif6ruQ\nwduCzPfFsnj2wSR2H/ljAED81Ofw+ItsdhA+O4P+LN9xzcv9VN6LIXM/E6MeGJzDi4ktAMD8iobA\nxjMAgDPSne0vvlrCP7/I6o3/6cdB3DzHddIv68h9+YhQ8uJP0ZZOr2BTMqNv/7yGQol765NyJRRd\nCqO0LZ2kFC/Kkk2+4goi/gMmhg0PMUIXUtqYlAjGS9oRfE7qcW9YIZzJ8py4aDL03sQODIlqrtbd\nSOUoyxvhEZrS6EIaTWFqR8XbUofuvQ9w7pJPhWkX2tKj+P/v+FgcvKdnuQH3duegyT3KnENHU1oA\ntgZxSPcuKPMUskgrByVDpVntVuCC4MgadcQUbv47grkcb/pwyU3mp0wTczaFIe+24JSC6b4AbGi3\nGshL5m9UVbEU5997ZRttAa9Yd3CO3YaNkEKB9qXG06YlSEN5M4OUhEQO702gKgAEaBpILVJo1we8\nKzvidKImKe4RzwQcQ4Z2uo4ApuOcQydMRWHu9j5qPN/fa8MIc/M3aicRnhaM0asU4oh5HbagPxbr\nNtot/r4RbUIRWLVAiyJRt8LoNvgu53B8YETx5aFI+VKpKELfKWGyTyXXjuQwm+bhY1dUtCsCJXlB\n7uAGPrji/N9O7QM43ZyPs5ZHY8TwzkDhWnluKdg8RmMjpCxAEl4xuu1G0yvPldIgXxCISbbqHAxs\nu/jZ63Ng6OAGSV7h/+ZG4xfuSO992G4pJdkWmMhHgGSLRt0PyjFkJFS66PRC/SZlxn6aB+Vo1MPt\nz/8FAGDprT7eqzHcdcQdR97munT3GRJe2XNi7TmGyRqjt3DhVR7uJ58Z4rN18v6SX9rsjf5XZKLE\nbX78ky3ULr3CCadXsGhT1ko3uG4L0eRY2sySH5otEKEuhgqTsSwMyQoPOOyP5GTV8sAaku894ZVn\npMMU2EWX5UJQYsnWdS/aKR4cubbg/IZttE3K51CLwC1Z5K5IF4bNtdAKckXgvIpGk4ewI+1CTuQu\noTSQCIqqGs4BAPJGYSxtno0IHBkekEGVc3EYQ4w60tXI9MOULOJk0wPT4Bq3bYaia1UDHks6gEWq\ncKyJQp3uIlyiolU0ycy2d+Hp8QC9YQ0BJ+cbCfZQECjOWI+nvCeQxoSTQrtjpDAcSOefQA9dhes2\n6kUxM/p7Dt73nsfpyD8AALxQ28XIEBjNT/IQ2a4V8VSP+ScbM3+IQ03K5L/Lmpio00HwLTJkHC0+\nBM8W73W/WQ/jayPO4bXcC6gFmF18v0B9PvNuD7uRXwUArH2lCrUiNH/4DaRmaDSYs3xXdhP4Yf8U\nAOBQ+QYmP+BeX9E0TH6L/Pv6GNr2bBPKo/z7aPgWHl3mYbjkohy98VoQh5e4VtX8Tfg+Q6fA+HeH\nMJQUlE2dRk783FHs6oQhDi/XURagkYh/C/kX/yF5dopXi9qogTM16pjvRNSPYHIjl23MeLgnXaPn\nAQBdVwqLFvXrXj2JTldyfq6EES+OB1C61zgINR+Mg3EwDsbBOBg/w/Gx8HivG5xGamIHtljHtXYc\nqoCOq80elDg9lMUevYG+vgWzQKtnqv8wWiF6rPXpEVxDuRQHQ4z7Ix0qaGF63A4MyrTsy24LyWnp\nxlOl5TY8C+gf0vLyh/LYH9B7QDSFRJFu99I857XdSiCkMjR+2RqfjdgN03NbyPQxmJ+U720DAYbB\n5jsxFMvS9Bm0GtWpNmb3pZNJMwfvrHRDuaCjnOAcrCQ9jnDXA12awg+GCgZe0j4KFhC8JbWUPfJO\nnxhCovNwXyzBHeHvM0MPbpr06lTxDFLhOqo7UlMdGoylbdtswivdm+4mqdWtTeT95E+q5UddAOu9\nSzegtem19UoCKpDpoy+F+8NSEOtOfobixUqd88kZ5F87FYB7jZ7Ijt+PSfE6OhUdmTCjILb0D3X4\nvFjvS/anbeNBkZk9pxsBCYk3G9IAfnh9LG2bsyfgkq4kMPn8o8Mf488FrGA+HUC6wOc2rRF6YXoM\nV9foxc7aaSznCOUXXT2PWoTh3/0r6zgp/UxrHcrA+1oSmYvSTGP1l+COMzmlfySCNzeZZFJ5kjB8\n/sF/hNXb/P4Vq4anHQwvXwn8HNbqtNCrR8i7+wWu7++OoamjX5YoyLxk1zvysJ0u+bsXzn3ObTqQ\nQ0kTMAypnfZbQ7glUaaod1CcZDJdVsmhN6DHGhHQgnLXgfBNyrI+fxPTTen+suGEd56RiFJIOmYN\nkxh1JYy7q2BFpWyVHD442lzbsosCnM2kcGkcbfMeeCQMPlQkOSsMtKXuOKC10LFJ+2C4gVFLei1L\nP+RotIdykbLj3m2hL6Ainl0PmtJ7exgUIIyWEzFpXN+1uvBJc2l/3YOwZNqaAjSSb7TgsbjGtmLA\nLZUGGCbhn+S+r+kGnPZ40BMAuBCaR3j2r/i/zk8hviRRpj+hR/Yfzw/x7RXWZbsuTePNhlRRTPwI\niSF1nn6NURiPKw2Pk2vxa1od2Qi9WL1zHNHLlLk71/n9xcgdXJogtx2lGWznmPj59OgQBtOSMKlS\ndq7/3hsfJQf+1WMRrF5l0W79WBhT/wOTUvF//zRtJ966inefoEzF12Pol6lP3gtwjrp2GS+obJww\nFa/g6NfJ19LhHlJT0rlOeo0vfngR9eyTAID+DQMfCkzsUzM+GI+QD/kII21O5xw2PfSOzwxPQ99i\neP61rIpT7zD7Oi+wuBuObahR6sxW+A5S71K+/A93se9I/zRRf8848HgPxsE4GAfjYByMn+H4WHi8\nHrmu6aomXA5aES27j4iPVvN9syb0Oi2cTo0ekK4mkR1w+i53HzMavRNfPott5RUAgOakZTY3G0ZT\n7oY8PR0QOLz43hB6iJ+NopSZVIaI+HmX4Hf0YGxzDgip2BTYud4t8ZZ8QxRADzTlHm/DOAV2bF93\nYfIa73iUbAjqNp+1GTYwLbWqRU2Qpn6yi8wxaQ4QGWKtS4suHgjBEljFmINWdyuiwFDpiYx8KqZa\nRI1y1nSsDWmBL3h5x4G2CWee3mY5VsCE1C5W212Ybi7CqEna9GYEVoi07UvJxU+Nfgcti1ZoOEFL\nMZVbQNZJS/nCdB9T0r4teHkGl8UDiyalH+rIhe0G+TOvNGG7OZ9y7RZ2EvSc1CEt3mppFqrN6ELA\n30DNpoXpCARhN7fI1ySt/U6rhaxYvwl/DDdNSZJSE+iIV/KJIaMht7L2WNImX61gzc07tGicMndz\ny4WQj9GJUxfvYOMBwjzu9n8ZSlfKQCakDOdqE1tuAtpv3zqEtotJHaeeXMarNygH3UneF59bcsA5\nz8STzZc6uNSdAwAs/tGbODVFD+h69bMAAO9j25j8gDRY5xS8XpUEQnsAz1eZtPLI80xuaZnj66/9\nmTuoC0xpW5L8al0fekHyRCk2IEY+bvQiUCv0sG1pRNJQpxGSZCWjX0fQ5rqt92NYBvfvrjQSmchl\nUY7ze/6cik0fZTHrstAs8BmRJu/H9voaElLLqd+J4uYqPV5lpwV1lh6Z3+bedBvje7squoWyLZ6T\nNK6o+WOYc3GP9SJeJMv0yNrOGIY2n9OTqIavDgyG5IlRBhxu3tF2+x4MJMqUbdObLSCOWof0dAMm\nBh7qqO5+AOmIoNwNZK3mKrBLvC8OmQryHilFC3oxlN7H6YkU+rfHo40BwIN7PgyNhwAARxd+jFdf\n4t55IMH8gX90sYPDXYlOhd+Fb8C9vpQ6jWO7c6Q5RxQmTHoxanDv7jxzB+X3yYeHB4+gtsR74lKP\nd597R7OYrv/PAAD3S1/GocPst7s/+kXoUe7lTw+YAPr6Shq9PuX6jOXG4U9SR/93nov4+e/cIxEG\nwAuTM0CVc/cp02gNrgEAkmkm/9U7aRyXfrzGy4/jVppzTGbiMEoCmzpNXbM/G8J0nXkfmlKFFZKI\nX8ODrpP7dPkCPfWAcwX7NyjsV5VrsDtSHxy4jsuHOd8ZF3XQs5EQzr9BPp45XoL5Oerg8xcbCDvv\n3JO2ceNjcfAGLRJeMd5DVGNox7c7hOrm5n3LBUx4WEupTZHYVKWK1oCbsaDdQHifysZhdDGdJaOu\nSHLMzOUOrCw3UM3phN7gAeA1JlG+xsXua5Jx2MzDvE1FcCvkRuluN6CrXZg+LlpXNmmgOYB3lZtx\nNzWela4h3xWfiGLo4zv2zDewKoaAr7wIJUxFMTngpqs/nEC7Kb9rTcHb5+eBa4hIipu3uSWJI842\n5i0eLKOkhlKDAmd20phwSaJGiwJZrRahDCXxJGKgO+Sm0QteqLrgJKd42DrNFuqS8T2ndXF5DG2h\nRhpqgM9W78JozllY2xac5YiBli39TuM2YvyIbS/5d3hfR2nE5B6to0E1OIdkKgyrIwlj0vVpaiaE\n0ZCKTStkYUyQl13PLhZGAsUn9eBRfYgZUep6RoEevAtD6oTpoUy8d7eRenG8ostNRBAWTJRAnYfU\nOl6EP8B3eR8Kw/cAa8ezX7cRilEuT7gFH3w5BGuCSVCPtBuoZKgcl27bsPOUoyee5rx++MYjqHxI\n4yod2Mch6TLk+fUnUfg2E+4WV6jgZy+bePEY534isIbkh0x60Y6/BmxQAb38Wam7vTb+ikAfzmHO\n5no1ApLQ0nJiECRPZ71O9OTASA5LKBRZXeC2BRZUaaGUpMw57SSUa9LLNZKBx+Z6+nwMnxZjuwj5\n+A5nuYS4kzzbq4+ghKQ2VxNs5WIRdUmIVLURgmLvtZIqMlKXaWj8ZX9wjy4+jhEyAqBhGZSdJcuD\nfpQGitr1oRwSrIDhAHXRFVM1/u52p4dJg2vRQgdXBKc87HWjWxZoTIVyZidGyEtnsUMNPxx96W2s\nbqM/oiz3ZE8P16PwCp3wxxBrCK6z3sJMjLy+Xa7DjJvj6QJQ+p0mKl9lWHTmhc9A/xoPJ1NwwA+t\nHIdz9J8BAFz1/xEhF/9eDc3itXkeuNFJrqWv7kHL9Ud8sNuNo58mz179syP4+Tl2ynpd5d+P7pxA\n0fnb/N4vtqD+U9b51r5jYyD1tD+eYbj75KvzmFyV6o+AjR8uMOv5ydp3EfD770lb330eWocGzbTq\nwZUMM5V7b3BejpQN8zLls//cHrRbNDoKBR0zgt9dj1K3tW/auDxPPfYr76Uw8Tj30A1o6DQpqw/H\nGMq+M+lGtMe/Z+q3oT9E/Zp414UdkXeU+a7LnddhfY5rWNm8jG05sJOOk2gsjTdy7zUOQs0H42Ac\njINxMA7Gz3B8LDxefU7qcZUHcf4GrY9jniouCQzh0WICRQGqTgpQdqUTwUyblqflSyGfIYJUdhhD\nQwDRVYXWtzuWQE7qRRO9OAI52hu77g4ifr5bE7D5/ZaOLbGY1XebCIUILt70AqUuk0iWpfNKPZPG\nlQ1a3mdu18cTl2bIuFW6BWOdHonTmoIpHVlG/QpKbb4vLj1468Eq5nz05jcafUyK4eWwI9gT6zhh\nStjPmsHbEOSrwjwSggxU1ZqI+eltb0qHlHgtjasOhhPV1iLSNj2OQroFzy7nb7uk1AdeOKRxQq09\nPnFs1G8jPqRlb6RJj9PhxKx0xdnXJ5EWb3OoX4f0QIBD5XsbZgbuOJ+dt++g0mWYJ2IuAkN6Hc4k\nvQi7nIfbRa9nd7KH+QLXRQmv4k6NYaMlKWkYXptC5ZP0AmpNDcEW5Wg568a6YCGaFf4upp4fS1sj\nehmlnzDaEZ9iqGpVKyHo5xq+rcVgSe1e8FEfjHfoMe2foqetbYQwAXo1t6Ma5qWRgJkrwT3D8Nno\nImX2iHoFGyl6gmeMFbwi4dapD3voHWFphls6oZiT1/CgypDy5sCH0qnvAAC+3P1VdF8mzYVXybsT\nk86xtNXrKno25ScgkY62u4ZhhWvY8KjQq5SjslJH3Ef5cYU4h53+NuZMQSfzb8DQ+dmrF7Gpkr/D\nCvfISLUg0Wykm25sWJS/jqnD3uDes6WNUEQNw9ij19KZDgI2+eAsLqKyQG/HuSulXcvjZVLPV4Ao\n/5aVfQxjhK5Au87ZITTCpGfQKSPeoVAOTK5xNNxBu0YvrhxWsSjXXf1BB15V4Dl1qk2z54Eakvr3\noBdzAeqmZsdCXZL3/NN8VqAxREHqvld9FhqSpOdQ59FoUR9l3RvYbY5HUgOAa787ROUf07sbPnYb\no+dJh9pjX1g7ksfMy5SttvI64lVJ6FvdgOtbvHa7/9f4/GvBGhyD/woAsJR6Aef/lrKzfN9F/GCL\n/PuVmyy9aSjvoSlRmMkXPaj/L7wG6v+uiftnOfd/keFcnv38CTz8POX6nz9xFI/UuL8C6j/D1oZc\neeG1n6LNGcrgVI779+LhLjSp2R1KUtcxzxJyJuVh+oaBkp8NCpJT98Mn/XaHb/D7h84C7TL1w99E\nHsRncuT77IIfV6XHdukcnx/9k3W0n6CO3pzOY16ahrwXbSJQpcw0JOkzYTjgchPNq1x5Fp4Z0rOT\nM3D4ynh0v3uNj8XB67yL89vZhE/wVTspDxIObt79nQaM0N16TyqK2WNulAskvOPrwF0hk25mdGTK\nVMQ+g4fXza0cIGGDDzMuJAu8H2j75+GSRvddQ5p5j1bhLfO5uruC83In6NzahSEJh1uHOMf+nQqO\nnqTSKdfG4+LWN/n7kXsJ3kUekEf2/LizKSFOu4/ggMqmsSr3TecnEH2Kgr5jFOG3qHQqDgve17m5\nS0uct3t7D21peZjurWHbQ14m9k2UMlQUjpu8G22GVYT6JKJt7uB6gXPzxAroyH2gb0tqXrMK7LI0\nNV+8xx2vnUJsXoTeyVD/KKFip0rcYXVYRL4u7fuiEZgDCrDeWBaeFBGS+bon4gh1BPRC2UNCQo7V\nkmQOmiW0wfutuagBPUy+F/N1HAbXqCV1lvpkGdkm6xXDKQBebsJyNwj0OZ+gZCFf0ce3BYzt1LC4\nTGXVTTNkl37rOQwfJQ3B9+bRGFLZtMwfY/oLlMv9LX4/euYCwnHKn+tdBfkJvrfo6kOJ8z78oufX\nAQC1Nwu4/wjn3ny9i7ksQ/ytk3twf4tXGZl/QCPgg81VfFmyjG9dXsSJKGu8lUNFeIpcz99KUb63\n4p8aS1s4bUHJSKb8O/yOPRdEyCVZ4Rs+hFTOx+twYTNApRwr8hCqKDOwN6kQg4em0Zb7bZfHQqDA\nA8eUbl/2yESvIPCJMS+akmE6Ed5G00H+KRISdqg++GZE1rsjaL64zHeAgipN300aco3u+G4w7aQJ\nQV5F2OY+dSU9mJduXy20ES0K9GUrAI+0etJFHmLDGLqCJXDYFUBF7vfU3gBdMd57khbgiwOmg8/q\nt6qoiYExiJmIC9hO1eLBfHTRRMAhh3vcRqRD+c17hshKS9K3OxPQXbmxdAHAz7mc2MlxDwRfehm6\nyVDnW9Il59AohOD7Uu3wm+v4Xo06M/6Ta5j4bx8DALz2OuX3hFWC50WGrWc/fw3nszx89J0R7CUa\nZTvPkdDE11u4E+NVX/MhG5aL4drMahl7S4Sd/C8v/EsAgHN6Cd/7BRpUybffx6kKr2levu821Mq9\n73j3izYWD1NvDB54Fkv/F+WreD/D3oN4C06Te+D6+ruwHmarTnW3gm8e5z57eIcGZ7RRRrVB/j6R\nLGFTY16GcrOKabmTv/VDrk9o9TA8VA9YXJuH9igNw9H7bgyVLQDAZJ175XZ8EnMXmPHtdyfRbpN/\nx4Yu6Jt796Rt3DgINR+Mg3EwDsbBOBg/w/Hx8HhDDN+VHQXMGLR418xNoMAQVLVaQ3hPQjcZehaX\nr8cxIw2294INZB0CqVfoINehB7QoDcMHegVqiuGR4OYHGIboyWz126hLA4FFqdezCnfQktDtOhoY\nSDOCQV+FIrV3Sw3+77GVIQZRWsGuxPJY2uyIgPyXDLQl0WLHdkFr8Lmav4Khyrk3KoJ2YyrovCuW\n+LSFC12a0hOuNgY5WsSDEC3bgCsKb5Pv2En0EZReovndNdQkkmCn6CV7mwE4dHocQ0cffoGCrIZb\nGJr0MD0Cjq8kQxi2yb/s6PBY2sqjJkp+EaG7jec3bLiD0g1oOgR7SDqadhlNkxb4pEZrtDUXwDBH\nj0s/lIBnl/Q/MGjAP6DF+6GD3oCdnoEKekZOM4XA3QxztYWCl89dCdIq73R2AEGV8YwSsD1ZoTOC\nkZsWr1/A77P+8R5veXkE55u0/FMam2PnUpcwtU5P+sHom/jQ5tzO9x9D6jWu55kU53hTfwyxLfJk\nPtSD2uLvz3iOoS/dh94acg7Pzf3v+OsSk0kOZSJwmKTNtTeP7melHlm6RhXDJfzgYe6X6XYfiwI7\nWXLuItyjF7iVoSyG1PGh5rYahCodKawTlJGIHUS3SdlyLGjolBjWMxxZxHRBxBpJxyzXJpTRHADA\na9fQi5K/XsMFq0I6W4u8ugjeSiEYFeSrkuejLOId9wloe/wfNSEesbuDsjQBOT4XhMemB77XcmBC\nmtMrs9wrdWN8NrreiWKUlYRJiYREAlX0utyzroEXyiF+NnI2opL9rjkke74/hDHFv2tKD7Em16ht\neBBMiiwOGEka+L1AU+p85xxw2+R32m9BD/LzvDSNH2hAQmqYlR5gSlSjb3dhSiVBKNrHvVvFA6XH\nvopOg2mO9dBX4Bfsy7l1RvjmPvUo6r9MsP76jefQSf8QAPBFdQGX/pp75DnnSwCAYryN2mP8/JdG\nEg+tC+Sr7kJ6jzpt5x0iWOk/70BoTypINkyUO0w26q66cVL9W/JyhXK6HvgAN6Sm9dixGL4tlQFf\nuf5JNI/8xT1pe+g+H4o9ym33vfdRmOQ6OywV3AGUAAAgAElEQVTybO2iB+ohepX3H3sINUkc7GlD\nfEY6wFWucL++9Mxp/Ifulzmf27MoG9R5K1EN+XPUMWc36CXHq3X8pUL53TtzHu7rrApxBX4bQemf\njiuUz6WHq8i+Rz5e2LoKX5vnSMvI471znPs/vSeF//74WBy8mrSWmuyfwVXJigziGNYFjjGqKWiL\nEmlUBcbPU8VFjZ8TWzZ23RTZgBmBWwqq39njppm121BiXEAzb8PlpPItGSP4pcHzhrQKe7c7wFmd\nQjTs1eDvcGN5XX7UetJarE9BH8RPweOgEDoFD/jvDq/AthlqH2Za7pYKXZQ8XODZ7Dw0jcIZyfFd\n+/4t6DWBc/SH4O1ScMJDP3YeJE2OGxS8Rqj2EXyfuRmCvch3OF0qok7Oc3RVumj4bsLWJSzricKS\nMo5kawajFBVQe4X0BPJ7UPwCyzYenQ9GuAB0eKeUFaMkEOkhIdCFG+UeHJLtnbgVhrFK48csM9zl\nVYBAioZPwe5jsslwvxkOQ3uMQr3wvBwmVhoZuRs24kk0Tb53ARqcJd7/6xkqDLMXxEC6jxi6G6sm\nN5kvABQ9XO9cmyFs2xxPXHP0LBSTa1BfYMehdi8Nh5Q8bD00ieNvkD/KQhNZS0Agjr4PAEjlz8Gw\nacRczjrx3AT5s/38Ov7oNO/kVheoGL/9/nM4N095OJQ7jZd87GQ0+9azWMtw8080qOzrx2J4+AJ/\nt5G0sOHhc09rJ3Fp8hUAQKgq+MOO8VjN/koVbqe03NTJfzsURrXFzOtRYw+KGCvF4QQiDSq8TJyH\nf8OaRvwow2yl3QxGUp7X9hpwaZQvxZD74oyOUYV88E914G4y7KcrTUQTnKf7bkZ9rgXvHL9f1C24\nBcPYSpRg7HFv1P1872Q3MpY2O7CDsBjkEQmfhnpOVOLcY0bFC4+U8k0rKswUD/c7Da5fMrmEZYGX\nrZoROFXKamAugWZOGsu3BWyjPcBERgAe9AEaSSl1agaQlVwCS7qTeRxZOH08kEYhCxAc6VnNgaqH\nc7AsFa3q+DaVAGDvvY9gigfv3pqCsE7dcr3GPfaT7dv4tQ8I2hI78yfYneLB+XpmCyc07o0/HXJd\nv3g5geTv8Arl8R+ewTsp6t3Eq8+g8uh3AQApgyHste//PgJO3n1OPfgMHvlT8n7+dAjvmARw0W7z\n4HnggRrU1H0AgNL+a0j1n+McPRdwdOfetI2+W8DOw+TPwqsxXP0vGN5NX6QTFNYW4YhQpoxCHLEn\n+dlfPoLKBumfatIgTW3V8W+kA9XR+zyo1NgJqmF+Cvo17omflHlezNc80I/9JQCgGZrC6pChbcfy\n8xisC+Sqn/ps+HwI61JqemLext+eZz7SCecyHkyN32v3Ggeh5oNxMA7GwTgYB+NnOD4WHq/bwczN\nYqKCmQwtwZ39IPxOWp6FkB8z67Q8OylaxF7VRL9KC6ncGcAfo2dkD51QMwwJ6Q5ax6NiFO2BJJFo\nd+CQxvO90D70PL0aX0DCS50G1iVBWSsnMTpEi7Vq3UCsx5Cj+ahAvEX7iF7jHOfPLI6lrSnhxNVg\nDftVqQENujHv4TP8BS+u++mxWQIu7u8uoCL9LQNDwFVhCPDDtg6PeDgDJ/kw0ddQESusoxYQvcqw\niwonjBr50PZK1rOjjaoqIdbWBiyPNFTwTcAWEPWwU1q3mFGYYUk887XH0ubFDEYNWtK3pFH5qeEI\n7iY9GK/ewdSQlmB1aQqIkLG9BsEiYuYuVJUW+EL7OvZOiTe+dgJGkd56N0HP4UFPGDvSJzU58qAZ\noRU7WUvgsljKM1dI52BuGkcrnNdGrIhchNZv93oFPoGPjKqMsty87R1L2zIuYmuCa5tZZ+LYmjmE\ntk4vYS6+gp0oLfjORAIuST1vrTOJ5WTVxHBSrgPeuYLteWZT4qFn8d+3+O4/fImewWr2DjoSCvzf\nqtfx1aefAAAUD/fg3CDP+h162ou+GazMktfFSx3ct8k5XFaqOLnD9e7PUkZcq0tjadP6c7BWJWmt\nRU/aZxeREBAYPZ5F5hYjAVokCj3OvTfQxEuuN9DeYUhYjZmYGnFu9YaGQpJRlBSkm1j5Olp3G2Vs\nDWF2meiHMNDsHZX3cS1HwTAS4okPCxXoCYbqzagFt1OuinzSjN453uN1jSxYHvKhKpnVSjCKWent\nm5sKIiiNC2wtioHAmKY1n/BDhalKNrUrCtN912vuIKjxmsEWoHwtZUL38V3OngqfJfCbuoV9qT5I\nqtLdyKFg5OY+9psWulIhUek5MJC5KdsDhBz39gofuXYBP3aT/s8047ixSH3x6fs4n35rEcufZMRl\n7c6D8EtJsDpp4MI6vbPYzBwAwPufLuLH3xNI3ftCePYF6sGd9ItYv/zzAIBsnpFBp/E0HNNcT9+t\nl6D+KvXY+tWn4ZZa9OdnSPuDoymof0465076kdYZLYqEPNj/f+62hfrp0V6ZRHiXumv9rAP188zI\n/uSC4ASsvAS19CAAoBZLwdPkPvT85CgC57jOO5/gvmh4P8Djb9ADv1zexnyQsvNS6h0cf55MmZgm\nVGxRzyBSI9Tqkz8cwj4tV4slBYdrjJyuWaTx+MkYNqrk2atvTsD/IP/X8b19GPOZe9I2bhx4vAfj\nYByMg3EwDsbPcHwsPN7lCK3usDnAtSl6gqZ6A3aN1mKgGEBzTpBBJIHB1XOhmaEn1r1eQ0RQjaJ2\nH7Ud2hPBMr27O7ERRlKadNhI4A5owfdcPdg2rZq9Ei2WxKgPPUXvo5wooiN3gSdcT0Hx8S6m1eZc\ndH8CwUdpKRea49t5uV20NG9lkwiNOF9XyYONLr+nKxtId+gR7CV4V5bpWegM6S3587sYJWndx7IG\nGl0p03CQT4VRD3tu3tMlR060InxfsRVCRMDMdfEAXN44Qgo9kjvlBFqCJJPqDpF2kNe7Ki31ProI\nB2iVoz++5ZXlHKDWo0d2vM37lX5AR7lDq9AfBnZAT89MDjGZnwMAdJe2OIf9Plak1vp60wdIskLy\nhAGzyAjClFQgWKYHxkgA6ff7OOXjeu+6LUTzvHsbeeidJPfy2Ne4RtnQEG2dFvj6nB/TguLVyMm9\n4/T4PppbG1MISPOF/iz5/9lL7wJfliS+tUvoPM37tIfffQGxWULmveen7L1x9kl8ocvklbZ1Ftrj\n9CC3//U+3lukLC6FSWN+/RQmzzJi83jYjc0LfEfyUAwPf55ypfXYDm730tfxVpXzymhZ/HiWf//C\nMScuvcioRWede+R0ZDyMXf1QBx5JNrKk53Kj78HILchBTQO3V4R/N0ooSQvKlEbamtky+vZdqMkA\nIkHKh9uvwTtN+dz6gL/zReYR2aVcj0JFaKp4o/UEHGl6Z4pFOXOUdLRVenQebxhHJRpyrdKH3ec+\nNKSPbXNQGUvbMD8D+KV8bp5zybhtXBfvL9JTUBHYTy90KHLv6htxjoNmA2ZIICNzPXSnObcpZLHr\nJH8c6l2ZcWDYFGhCO4KQoGv5V4Zw73GNS1KWG3WYaHQ4r6A9i6yDcqgPgKYkPFreFmqD8QlxAPCH\nXxwh8O5vAABe8T2Pk2/SI20lGWXZDVyA5yw9vdfzDSx/wIifZy6Go1Ey4FCZd8Qf/J6GcIL5HMrz\nBWwLEtnuYgeP32DtbVPu27defA4TsX8FACgPDMz/zWcAAC/mf4Bff5C6sneGfNj7q4cwdT/L5cxC\nAoEL3NP7KwPY//hrJOSfvfNTtKm7u4gsSnJVpY2noiyJu9rkHgl55/GJPvX5IHQV7SLlM/2ZBmqb\n1DeayPRcMwwjLDXTmo2eSR2ULGxj8nHu+w9U6t/cWgefkMTFrfgIt1XqkE/fehmvkTTMS8/x8+8s\nQSvSaz/+8B3Ed9mI4YOZiwiNzvwUTX/f+FgcvMoMs2btDQ1TWQpk7dohxAJczPPKVTgNKr+0NJPf\niZaQk843C0EPDFOST7xV+EV4N4NUSkd9C6g7GN77cHMRlbhgpm4a0OsUvkGfzK2pGlak04aNNA4F\nGP64deM8Yp9jgsEpW0KiaQsJhf87szI+1ODISF/dUQKV61RG+uEuLINCorcSqElXooAkCe0vrKC7\nzo2y7ZpGXOptA8oIuyMqrmCSoRLfMIPkiIdmYSeNSojhMKORx7TgOSPC0GM+BAS3pGfonAt6kWGt\nQTsKHJcOSdv8zvZqEqbC53r18VBv+b0dIEsBLzj5v7NQYczREOgOhxjWJRx7ewgFUtP8PtflgXAG\n1SA3UzRQhUvWrWOVoYYp1KqHSqB9tYHwJN+FyQAaLtIR7rqxVxaQgqMCHvLBEN5TlJ2N6gRSXc5/\nTnfiypBKriGZkGgmxtIWa61BcTMUOlrj/2783EkYX6cyt07oeEI6G93oh1C+SPqPz1K2TlYuYcZJ\no+7/8MXw9GsSkozfwZfOMrRVb9EgmD8yxM0G+f/ozXexLZB9evIilA3yshFg6D0eegqNMD+re32c\nOUX5fWv/D5EvUWkEj/BZ35qfGUubtzKCT7LRB22Gic2RA5YlWe4jE0n5XI+YCEglwUiatPd7HoSl\nTnJu3o2S8H+0GoVzj/soGOW6ZiwDBS8Tx7KuFeQ95NOyY4CqIj2wB1xXwzLgmuAB6NxVcMsl+OEZ\nBwICcOFSyVNPPDuWtoprHZqT/3tUQBgaAcAZJv8dagUV6dY1bwHmgEq7GWA4ciIcQaNPozceGcAj\nxrbmGiFuUOaSYtSZvT46Gveuo9aDEeCBPXBE0XFQTnz75Jml6Qj7mLxm9zy42pI6aWsLzraENzUn\nfLv3xmpO/qsUIk+ym63xwSReP821rzsp657md/Dg2v8JAOjrmwgneWgNbvqQivwAALA7x0PakXgd\ny1uUQ2tVwy37awCAB1K/h9x/wz177LfJs9CDb2PWfpjPXXgbGwJWdOTW/fjjN5hcdegIdczJ2Tew\nf4XzcUwE8PtHud/+iXMbS8r4CgIAqD91GKUy9eMMVlFcY7h/R7rHGbkiJrO86ktvRtCRm5tI04Xd\nCGWtKUBMc7stXI3xs/JBHAFFzoNAFM4hDY9zO9wrH5x1obdB/hvONk7u0Fi+kzqKYI17uTYlXaDO\nvonFH5EPfz4ycSbGQ7ipfhn6jd170jZuHISaD8bBOBgH42AcjJ/h+Fh4vEaeVo3PZaC9RyvDc9oH\nV5dWy9Stc3AusK5TlxIit+2GJklSAyuIcJcW0iDYRVkSFDQJH7e0TXQEAF4JdeEUsvUFP3xdSdgJ\n87mDVyOwW/yd7fSg5qfVmPpEB1qDllN3ih7vbNyE10WrU3er44lz0TPob+7BAc6h3azDLRf24X4V\nBYNWbsTHUIuz1kckQQ+/1qzALWUDjfAInop0bEne7ZUbwqzkB5XbLcSLCXluGfkJ0qFZjJnE9ruA\n8M/RA8w5QaTqdZETeMjEnNSI5lqwsvydSx+fXBUzNKQjtAaN/BYAoGTHYdZp+TvTTfjFg5ntxlAT\nFvXi9BjcoQUkqgyHVi0dloeelSOZQu+qlDcIH4bpJOIdWpXrywkc3WUkYbe3C+UI3+GQRCHHpB95\nmxZ4WilD7/N92702sk3ypGhwjnut8ZWTPvMUypKblHqbDE795QYiMVrXrSDQ+AGt+fuO6BgluEaW\nhx7Z5jc3UPhNyt+58mFsj+hZDRK7WPtAah+95HV0Jw7/s/QU98KfQyXwYwCAq+KBdYuykThES73y\nVASzrz7KORz5HnyChvSF3i/g/RlC8Lym8ju3SuNrXQM20JfuQaEsw9PGYA+70hDAGRwACvk74zBh\nqZSTuiJXLLuAY4l7oaQ7EO5zPzkrLTQm+Nxojt/vmjZGktCWTzUQkuhD1arAK71qdU1CiFYD8Qq/\nZ6ym0avzc0hxw5rkFcpQQs0eazzCk6PYAkA6CimuW7ibhjLgvDzJANKSzNROumFLAwhPXzpmhUOI\nCZxj3z2BgZThDEY+DKMMb9vSCzq03UPVz/0YDsQxyov8jepIBKX0yiH9sT13kJCGSoXYPkbSTGOQ\ncyJYY0g41/ABiXugxAE499ldXHzjk5zDyauISRnX/YIiNjcfwe+O+PnB00lMTv0xef32p+CRTm23\n11kiNLeUwkURD//3FHh/g57y/CsLaP0i+ZN5kdGm+NkjmHYwAe673x3iRpLz/aorhPDZLwEAdtcJ\nYzqVDiAR+hoAoBvex+fyRFbbP/l9fL987zD69CsXEXiGG27o/BBHZG+sLkqkyFOEkZNk2aMKam65\npnHsIeMmHxZuSLTvWBN4R2TumZeQvk7P9P7uNOz2U/z9kvR6L9nYSXPvRhPbCEgzjf7FHawu8vcv\nCpJhQI9iN0WPOKncj8558sedu4PGs+/ek7Zx42Nx8KblnrTzPQ/0GBm9UBigtc/DdHh/B+4eN5zD\nKzWtowDMRyROf6mG0aSEtkZetEQgMwtU6pGCD4qAVNy0iwinuCiRfSdcPkrfaJ8C77nfQliRzT1y\nQDGo2JzJXYTKcgcp91BB5wJCMYaM2q3xhxPqki0ZdaETkJpMLKGrMXy5GxthyqIC6kvjan2wg4KE\nsOeyDYxucJPWOzGocQHscJNPtXYHzm2eaEroOuxZfh7VJzDboXCV0nxv2D+HRoUh92Ffh/M23+dd\n8AMTpN+V5z3U3tkwMjs8sJW53ljSdn13oNZ50Iem+az6/iEcCfCQGFoRFPbI95yrgtMDXtgaCcaJ\n8sqHsAyuxcB1GLPz3Fi3c0n4M3LP7qEicXeicM9SyWXzbuSW5V47GEK9Rf5ciJBnR9UgNuqko9M3\nMMpSYcZ39nG5ySCPKvXgcauJcbeFFW8Ih3WGOkOH+b9mp4d3MpS/E94gFp5gdvbWnT4mNrn+iQif\nf8f3EIJVYtImrBEeGjH8VplawssCSLLaZsh4J1nB51/6JQDAlew3YczSoNzqJuA/zbXrC/jK4iUd\nb04x1FcLLuGfDHgX9tf1KBISsp2PUUkecmbwB2NoK5pNDAUiVJGQJ0w/zCF56mx6cThDroxmfSjJ\nlYQ2oNybsRQ6I75jK5jFmS6NL60TR0dwVS2/GGS7TjiXpROPy0TNIh+USAraLsO7gwT36exUBMMd\nGkKVkQ6lQ5kcOZLIOeXOWQBK2oXx2b8uw4kg+L81F59lDrzQ+tK5qg/0+1zPXqGPiTjn2ZB2cKqz\nDEtqsoNeFUm5W25hHzmpyc+4ZC2VKWgOKuVK34IvKPjU190oLYgxaHGtjFYUmosyOaja0KV1Xt9Q\nUC4JnOUQsDvj764B4F/fOIVf+QyfoWsOTL9Gxf/9Ca77/s1/hPinedD91xcfwS+1eDh99XoH6/Pc\nG5uHGO7eKNRx7jY/V/+TbXReIYBL8vBF6H9AqNGbT3KNe/sO/H6fB9aho6fwWIJ78rszGgIR8ip1\njvvY8/tRvH/8R/zd0ghL67yuOXn9LThyBPf41hjaNhYm0X2Fz3gw5kf2NA3u/kUa4KWzWRyXO/S9\ni0fRi9OQdZ2uwbjCta34aFSU3wxi8UHpONQ7icC6XF/aQPoss6HdLeqgaZeFikU+tlIDOKTbUsiV\nwOtyd/yJCKsa0FhHS2QD3m2sz1O3PzbXxg3j6Biq7j0OQs0H42AcjINxMA7Gz3B8LDze+h1alcWV\nKGw/LcX+j2ron2TyxSO5Ia4MaW3GJUGnlsrB2aDdMFw2cNii91HM3cT9Pj6jEWMYOD8wEJ+k9byg\nL8Ic0BN0DdzQjjDxoyQN60/1/HC6OZ8tVf8IXSfTXEZrRrrVrNAbW9rvoyqe+PGz47sTuab4nVxR\nR0dCyW1rD1Xp3RnwqtjP0/PxLPB3g5IbLkU8ncsedIO0whIOA1aU1vFQFwu+G0E1RMs0MFqCZdGC\nzweAmpceeshBK9qr9hHP3M1a9sAOCYxe1ANnTeA1hc/hvgpVPD6jNz6M7m9H0S8Lukuda5EKbeCt\nOOd4/E4XuQCfN3/YxkWb4ahilaHSmcQcbkpv5EfcDdy8zjCPL9zHwJBOJh2uRbXxJrpeJldE9yuo\nm1sAAEfvLIwwPWVzl9/fLo/glc5V4WgR6yPJrG57MCFXC9IjHaV7hL+m7TYC3+Sabp2VJgHeM8jZ\n9GDqb2cxfPh1ztexi4sPE7w+cJ21ufHFBt4vMAHoK91lfD9G79fvtTCRl1psP3l30rWN73jpB8wq\nQYR2ye/p+Lfgv/Z5AEDmqCTxXDRxyMc9cP3oCG/WGEUI9l34sUHEq6dnHgcA1N642w3m74zoBELy\nJ3ecnnTLU0dGQvKuTBP7NUYyLN0H20X57GlS/76nwaCzijRUVCJyJdGuoKGz/jIxZNh7LzCNpPSe\n1WFClY5BSqmJ7hGGf1M5rsFWN4KwdB9TGh2oU+Rff1DG7JARnvxt/pwQGNW/O0aw0O9xjVtNaRgy\nsw89J9cNhgFFGtb7vF1s7tNLNaVXrhsBJCzKr2lV4RGsAMtqYDZNOjdK3CtxqwVXil5P1G+jKNvE\nZ7bgqkvCmEDD/r/svWeQZNd1Jvhl5nvpva/KMlnedLWp7kY7mAa6CRCGBCiCRqRIitTITWhWmp0Z\njXalCO3OyuyuZnZWK2k00ogxIiWKFiAIgAAJ3wCaaLR3VV3VZbNMeu8zX7r98V1od7azN2JiI7D4\nkfdPVWRlvXfPveece853j8l1csi3iFYlq3VoHVwTlcOKgl1cQ7Sr0MTaXekCgIeHSvjzZ9gLd/7k\nGq4e5vPkzme4JrsrWF6njHzd3sQ9LUKvbw4H8OA8+Wv+fRFM+KAOiVgIAKDZSSKX5LO+9bYHj36W\nDQ+2Fggjn7LlsXeCSNm3zl6G+0l6jfc/Pw7dp+k1v/0edbXK28IpkWu9dOmLSD31PwAAXnvOifb7\nd+81PFkKo7mH+spYXsWrImB0UgTNpqVBxJxECZIBEwZt1GmFjRGsbZMvbePU5VPJSRRXRGe60GvY\nsB4HAOzod7G98yDXqp/0lC7GEBTBoBnjMZQk6l2rN4dTo9QbOxGhgyznECxS9+9uj8AQI7KnHllA\ndmrfXWnrNj4SB69KlExs5AbR7DCs3TTfB3uEDL6aL2N6mgJX9nAj4sYWbDkyfaBgR6zNjW/2DaAo\nWpO1RMMgt9GALR9TTgzVClCistr3uIxUhYxjHGAyOhq3UG7xEJ6IF6EX1VPd40G4fVwufUd0JDlo\nAkT7tOxu90IMzTKVirM6gI6WMJHcasArijpEN+uIinSVAVHcwtkuQGfkHBcmIwjsUlhi1l2YKvxO\no0pmcWjV0JZ5NxJzVuCqUdkMyDrUS7wHa5SoJctJLeT9orxkAbCIJt6q7SxqMhWMLkgFXw3VEBEF\nFfY0u7OJJlFAIsA96G9SsZVuZdD0CKiv3w1NlcJQu9SCsp/v8Imay770AgwZzm1VW4bkE/de21pU\nBaSoPkd6VFMDiKR5EJZabuh2OCetegVhAcPKIip6SddCf4qGVimrhbLNva82Szh7k59bDpO2mrc7\njC5pd7Eq6sWmg6LLTWgTfhEFfzhhQbjMDinFtWsw2hlJrHEyMr1lK+JYhzy17YuhkiHs524UkfJQ\nqTwYY8nI+pNHMfeGgE6NAdRCvC+6Z+hLKD7Cz1fKQpEcPA7ta7y7G6scQdIrIlt3X8W+cULY1SXR\nftLX/eCVW0WoRA3xqjjQVB0TVKJLTlydQj1L4RkulJEJUp4sEG04gyk0RNEbfSmNqqiv3mzYYPDy\nkM4Kg0x25hHWk+f6ohW0B0SLQdkAK6jQwqJ8YkOfQ0K03Byy2hFSswWbhD0Iiq5aFSP3q6ruzpNb\nnToaH/SbL1NX7Cw1YdTxHY6BIpK7hCENRjtaooSor0Fdo09WsOESl59KA349113VdKK9Q2VfanHt\nNM0apDB/L1glyBC6oCmh0+Rdv1LiFYTJ5EKpQV6u1otohzmfVjKElJB7Xb2JSPvuh1M2VsB+UWzk\n5E4QMSch+sDiPwcA7Bp+A05ZRBQbOpBuM8WtOvQODjTJE98RZVudUQkngrQUvvdtPTz7ede/PPI6\n/kFhtPOnHyU/XNiIYfV18vfcx+1of19EsZ+yIFJ+AQAwH+G+Xlbtg36KOlxz9TvQXKOR3V5RcOmX\nRXnWf34nbfWdTyHUEKV8hxxwLNJJsXh5EBYvpJC7h+vvPHcdg32iHakuD8sBnh8rizyYt/t2sZVn\nsY2Oew8OiDv5ewb1aGRZw7mspk7VH5vGK0JPDl1axtScqKGfBKox8m34Op+vte9DWRjsqtwGmico\nx1ejXsy+K/T/z99JW7fRg5p7ozd6ozd6ozc+xPGR8HhbbVHIQZ9DWXiIir4F3R5aZyfaekSGCCea\nVugJql2jsDlpqbTiwLCdnmnaNAuNWpSdjBDG1O1XYyZEb6t/3oeiaHpftA/AkaTtYWzSE0rU++EV\nReY1HjUcMi17i1+GIyZK54m8xmZ5BAYBh9si1a60JTZpXXuHq7BG+Y4mzCiK3LuyK4z5LP+3aKLn\nkOw0YSyKEm/WIXREVxjvmoSEhxZ2x/pBucI62irh/RXUkERUqN1eQGEPLdpSkZakp+1H+jbXoWAy\nYFTDNVMGZEgiR7HjpkXtVAagNQl4036XaES9BTaFz6626DHUfRJcq5xbrpOAQOqgFMooXObcDCZ6\nIgvyIHwQ/S8jDWgbhPgSqhYcZhGRepBexFaritENzjGh7GLdK5CEZgLZXZqhJivnMLJjR7nJPb7d\n8mEsSku45mrCM8m9U0TjCcnQvaG6oeZAJ8/nDosGBSltFoE0eav2UBs7DSIYKfMIDlbJn6Oi+0n7\nphUhJ4M9cooNI2V6oxu6Moaq3PtvWf8bAID37BokAXXOLNcQ6yNtjUYW4z8SzUEOE5bdU1zEwl7R\nMeewBXNvEcJ+a6yIIxfIt9l5zmvrAzz9/zGikhr9oj91VMP1GKqlURKRwqaUA1bRP7iiUcG4w7WS\nnYTZdEoWWj/XLRmPw2kSczSrIIkI+rqFKIS3BjQKosGBswFJ9OstlTTIC+/VmyOkp5cj2Gnz6qae\n24VfeNVKxYSQQ3TamiCErd7urrp0uiD9pVQAACAASURBVDKkqChmI+DorKUARVxRFS4MwiDy2lul\nNhRRQGSnTN7LO5LwiTKSarUGqwI2Lfu08CrcN3uH619qJJCJct90Jiva4ndtfQM7Buo0k0CgooUc\nWgbKsTpdR6sqckQtaiBL77iuWKBR7t6fyFyT8PgRAbe+lEZ5hrpAmiS9P7t9Dr+lp6e4OVrCTflP\nAQAfCxzA6te5rsNOIlDnghuwz57kfL/oRjlE/v0d7z/FCzXybfxHjK7H/kl4T3I/JzbVuHyaa2/Z\nmMbKMD3h+x8i/Pz0Hyh47yFe+8Vsk9jO8rnj9iAqunfvStvQ8AJCVsr3SKEPl+e4L60CFciOuY2J\nDH9v7d2DfInrlGiqML7IK4lokLxn385gyM+/1/bXkLvGc0B1exqvGsnLx67RQ497K3g8SnoiUhWh\nSRb3sEr3AykGkbn3c79zuiZq18mr9bkM9FdY1yEyIiOvrN+Vtm6j5/H2Rm/0Rm/0Rm98iOMj4fH2\nSZxGabQflqbwGK4V4RSh+slAFUENLTmXhXcVF5zrsH+QEuHRwtQQ/SQVGwb19JTdJ0V/20gKxVla\nYZJnBYYbIiDCvAmtuJuL9NGiO5TvgyyaC+gMHZQG6HndoxjwumjxZTUGAQByoIzBG7Q282PdC9Ib\nRPWYrBJBUwQ2ORFDRVhZBqMJug4v5msd5pupnRboFd5BdHQmmIfpfejGW3DXaVVnW+LuyO1EK8w7\nTLnjQdlP6y9V3IFDIU06EQCWlIGyKADvVNmQqot0i6wWgSCDYipVWt/hlhEzoi1gvNrdPstoQtCl\nuCZ5cQdvkIzIRZjSoBQccNZp2Uf1CtRl3tEootnEoOU61o2k02kqoRajV1dBCqkbYg/tAgXIhVEQ\neanl+QY8q5zTjskMe4meyOIigzNkXxTqlrgLVG5jwyZSE+IyXCImJyySiEy57iJwWZ2EqyoqNt3D\nefW9rIZzmihA4dxFRA6xis1DchJ7stz/C99mJR9lZAqIkTd8rgDiGXoauxO3YE9+AQBwKkcPU5rf\nwtJ3REOKOTVy7SAAYPacCj/rp7c49CqtdtdcEMeq3NfLLy+iKnIQ7bf60TnB+br66X1Ml8bxr7vQ\nZq90AJGa4amQJ7PaFFrCq2wl6xg2c81WsquAnd5tpsx790BfAHifnufE9BCKUfKR0TsDS4PBZ7ug\nl5CqKeibEnEJF/qQcvDOtOMIQbPMe8WERJ7TrLRw3cc18ZQGMGAWrdv0cSyIXOCRBcr0bWO0C2UA\nSkBBSxmxtikXhXoblQJ5x6lZxXKN8jRQL6BjpHzqDfQkzfkWwmWiaqVKGbpREXexu4mQmXvU90Ej\ng7oGS6AcmpfSaLRFg4iShKKBv2fEfbOrLGNLXB1bzFpIDeGBb6igt/APzVoK2Xr3EqYAcDHqQ+tp\n3jf2d4bgvUW+73T+Jee7/R7e2OS+zKUNkNJEPF7e1uCTR/iO6yNM6bknMgbte9QV3vp3cU0ij788\n44V7kfJ7zU7emjfGUThAROCF5604coNyVnqqjuFngqRjid78ld9+Dz+okOhftsWxrOVaZu9/C7Va\n92pjAHBbWkFcT72wbHkVwQr1UV6hnM/c0CA2w73aN1+AIu7Qp759A51P8T7X/zrfm7pvEx4tU4DK\n6V2EQP1qkTrIRYg6Rn2MRbA5B7EiSnaaFRnRZ/mOkDcFlUyP1lCmF+xuzKC+IlBAhwGwEm1qr47B\nEeyOLt1tqDqd7kn2H+ZQqVT//0+iN3qjN3qjN3rj/8PodDp3t5z+b6MHNfdGb/RGb/RGb3yIo3fw\n9kZv9EZv9EZvfIijd/D2Rm/0Rm/0Rm98iKN38PZGb/RGb/RGb3yI4yMR1fxXP2THh4BVwo6OkW+e\nvAFxK6Mah1ItOERT+7DI1x00JhErMfJS75ER64jKSbt2uDrMHVP7GDno1+mRECXjJG8aCDPidWBy\nAOedzHncd4E5YKVGA9kg7ZFgoomoj1GlpkYVnRxjwIaKnOPN0TY0G4yucx67iY/v//IdtP3Rl1jO\n7d3tPOyieb1t4XuQpz4NAFjfNOHjx5gbqrcwSjFxZh3OKVaPuTUhw2xmVGmfxoCilmUXD6kZ5fne\n7ccwffrrAIDz3/RB+5vMF/We2YF5h7+n51lFqO+Pvo7USfa5Xd0fwbROVLnZCGDbwSjMtomRuJub\nKjx2g2uSmPsu/vC5O/OUf/tzKkRUjOZz1xm9aFMlUHKSraS0Gx/EzeVNDgRECcrtAc69b6UFlchL\nrml24DBzj1tbTmj2Mje0cp1R5SNDKlwrMiK2nTfAJYqz5xt+yBZGZKrSIh+yYYek8L1aF9AWAYd1\nxGGoMWrR2BTlJa0Z/M3X7yxM//QvfhZr/awMtOcco4gT/hysW6LRwy0XavdxrR5Wj+CKhVHdaxX2\nPXX+2AD/nMg7tszhtIMxF6+0VJBHGb3uqZMPx6Z/HuuXWfGqsXYLq4WvAAD2HbuAhIvPMFVFc4AH\nNHj9r7iv/6R6Fen7RPeclSD6O8wxNErMv3xlUMLCny3dQdvvf+cKlJLI2xaND6y2BtqivKEJG8jK\njISvGAqAiI6VFX631lFBYyfvGNdGUJJFibihEtQVfifdZH62QzOERolzHzdqsFYTDQrkcdhFVThI\nXN9OKQezTnQvMnjhTTLatGnVw9gRTTzUXP+G04zf+7WRO2i7/o1nkLGKCkkN/r2pryEveuzm1Ycw\n8IDocJbMoX6TUck2FXmn3a/BhmCHgN2ENTDroerNYmqNfJsxi2j0pAWnB0jnhetapPcy79itSyAW\nJh0uDzMzdmpxjIsc+kiogCOP87nJsILOCfZ1zm/YIatZcvSJh2fuoO1v/0U/VJJoDDPcgi3DSHdj\ngRHAbX8VxaKowtTwIGykPCnNAhQ/s0EKWRI3bLfDkeL6RzbqkC3kRUu/DIPora0tU8/tyhlIojyv\nyqJGQUO+b8U8kPXkZamf363FMtDoGQGt1bpRV/MdlkIDWht16S/9zp0R6b/6h8cwtUE9JzmTUC1Q\nL3hHyWfvaICHkuStuGsMN73cL497DsO3WOntpsiNdnpnMRI5AwCQ14/ioiiLes99xxD/6bOkQ5Sf\nLZ5wwvATRspnHLswzZFXs5EKdKPU16M/ZnT8Wb8BBwdJT0z1aeTW+N6seRwHTvzX5fF+JA5eRXQe\n0XnzmL7OKUUbKfiiFJb+mA3rh8kYgSaVQ6jSh+qwUK43GvCZhQLSJ6Dd5AbECkyPCJsb8BRZfi53\nUYb1JAVgZakJS4WH93WfSP3QdaCouek3M9fRNPIZ9p1xNI7yHenLorF6OYeoUEbhi8NdaVuUgwCA\nrz6ax/t/ynJlJ5+04o3iYwCAe6f/F7yW4xx+ZfGrAIDVvf8TfnadtD3V+A7O2/m52TYGk51FPM7b\nKeSeqe/gp39AwRv8xBBa36Qh4fSo8X6EynzWRkHY+VdPQGlRmSnrUUT1PLAWXCroRb3YwPd52OoP\nWfBGgIeUrvAkgO/dQZvKMI5RUU5Sped8C60anKKjS0I2I+ChgNhzBWhqVODiVdjdb8RIhIzeMHjQ\nTHHd1dMSSqIIB0a4lxF3Fj6rOFgCelSEEFobNaDGNALFR8GdjtmwNcD5mDoV2LdEbWPVAAx6vu+6\nmsI4mOjenFt7/T08uMU9mtv3DADgby+dQFG0IAx+1QHPBA+ny39cRG6Vwhmc4HpM/9osOlnyS/zc\nNl4wkY/MpTGU36FyPDVDGla2rsHl3wsAOFcs4X9Us23gay/PonyUaUhPjPFdz55x4KtBpmD9xBbA\nEz9i2tWbX7iFwCW++3qD/DkT0mKhC22GWg4drejQJVrzVas5lMUBGVGNw6qmgvZLMrb1VOBtUbRA\nrSugusv3+rGEiADO2lE33CYWfjFXxaFYySKv4aF5veyEBvzdZQ1DZaZ8JxT+HLBOoGoVbRDXbqHh\nI81VSxt5hfwwpHAvlWT3bmAFqwmVVaYeLo6RtqCygWaTfA1lAfY3yFOJ/El0Jn8K4P9KzxvVHEWu\nynedvfESpsD0m/6vhVFycY+9opZ2QcnifQ3X2q5Vo9NgSpKyWIU8SzpVCvl/JKdDvkU5rz0aQewe\npv08tz6GY8ssq+jQNtG4eLkrXQAwFDRC0YsStgUDYi52xGnURN12rQc6R5Bz6OwgsIc6rZO0oCpk\nSwrygKyU4/CruK+dIxJk0UJRF1MjU6MO0fZz7q7YBAqDpDkgReAuc+9TvhzSDq7PkRrXZts5gEqL\n/BBoV1HV8PBqDntQjmcEJXcevA84C7hZ5ncPLhrwn9zUp6MDTPtxV9so5Fgb+c3IfpwaFnXtNU3k\n06Jc8BiNlQAaWDnJbktNlwsmFff4zPkm7tlH3ri0Rd1o2p1F6TjrNtfP3Yu+ZcpmVCtB2+CaLHip\nd6oDGci1QwCAcvo5DOX43sGBbajfFcXL/8UdpHUdPai5N3qjN3qjN3rjQxwfCY/XUKAVm76ihToR\nAgCo9AZ0rLS41kZMSCq0kiQLIcLdkBr5Eq2sfb4SFjK0gKZUI8iN02pRLdGbicfGYK6IJOnhJWxk\naJkezY7jmrDmAylao+HYT6AJiYYJsgGmKmFaZcoNJGjFagdprTo6wNsCYgkUCl1p8w4xyfp9qw/y\nU+xg86q+hkuJf+AcSsexv0No7I0aoc3bT/4KtINMlN+6/lmUhfe25AnBs8W5Te68BwB40fcoPvZb\n9IIjV7Pol1k0f+PqNSzPkLYjKVEW7/t6XPgaaf/CdhrRT34JAHDP+TbCDpaJOzxIL+Md25vIn6R1\nHfc/Bbxxp8dr9mhR3eCz/aIhuN5kgaHMuXesesiihGBODZg8LNZg3UOvaDzTj6IoMOLMNhA/xrUe\nS3ZQHROlJEVhlGDFjhui/J7UKMF3iHyQ3UmiLNHD7ssShqwEVdCLJhINXQkbXlrSY+ooMka+YzZP\nyM4yqgJeSNxB25rFA6vC/fhf0+xusjezgLXXWDRjOmvH2v8hynMeM2NslPtvbPw+ACD59o9w+VHS\nFvAnsfcXyeNWZQ2uv2bx+sgYe5zOvJHDC/wIX26MYHuUexF5tIahMtGMF/6ONKbuVdCQOa+PLdWx\n9Bj/cf9SGLokeeIxx2e5Tpld/AAX7qBN3ZCRqxACrZS4jkmNBg5RIEJubGK3SXnIJJqwFvl5QyJv\ntApFNJqUsUjTBKuG3mIRFcRyXOuSVhR6QAMeIXuRhh8+iZ83G3Vk4nxeR5QrjbSWoTJwPlLfIMpq\nIjLV3SZsZXrCIT9hdoulezMBRVrD7rTosSuuhGrFNh600ov7cesWKqvUC65DKagM9GZqPyRf5Gau\nwv4gf/+FTj/+02EWT5h/xY0LdvJfn2CXow/JOHNVdDXb+xLaEnVQa/442tmzAABdk3PQVFU46mVT\njDeKo0i+T6/7RDaJqlo0aGiVMT033ZUuAAi1H4TKQ494tNWAc4D8pytS/hu5eXhV5OukbgbFXe7L\nHtmMNT11qTUnrt8GTMhq6SG25ZvQpzgfz4AOcokweEvhZ46xPPQhQtWKyQPTPN+rT/TDbyDft2P0\n/C3qMThS1GcpvR6yh3OwS/n/1+Igt2IBBIYo6683qwiEWQTGdVY0dTnlR17NrlvDsz68uUO9c1rR\nYdjG4jWRcaI4ysKPsTfDq7olbxTGKvXum3Y/Tk/yeQ94SM/Vn4XROHg/AEB16DVUclz/A7oFZCLk\ntcF+7vvB/h3UX6YX/Mn9s/jrDvXYvZoWAtJ/XQGNnsfbG73RG73RG73xIY6PhMdrd9Ea1UdtKPp5\nFxFXD8AwzuCBVqSMwVVa0nEbral9KRd+ILyzxuYG5nS0qq9EV/BB9S6dJOq1tS9idZQWVCBch6Sm\nlfueZQutGC3ANyXeKRwPTMAYF71pDTpoVmnhrLluYkrcK6oTtNy2DBUMufmyaGqzK215sBB56/UX\nMD33KQDA6tUFHJmn53nowrt4fowBT58ZZqBC+S8qmPlFmtVLxX34Iq8asflyApYB3gdpHuddw8m4\njEaU1pu5L4YLW7wH0Y1O4nOn/hgAcHvhvyPtg5fxqRjvBzdPPA2TCCgpztaRv0FW2EnyM2l+FL7/\nKDzM0jtdabPEWigP8juFqmikYGoiqjoMAPC0G9C1iBIMDRWQlWnRWkXPVn2rCtlNz0qlU8EnmmXU\nzHroarz3z1loMcc6HbhEr9aq0QpvnPtS7ZRhEZ6TVifaCtr1sFr5f9mGC+oc51ayHkVrQxQ+7+M6\nFBIf3Dv9l2Padxibe/gM59v0vCaecGHuIn9vhWrYa6FnunLhNzF8H++J8pZvAgD2ze3DoSUGX5yf\nO4bmOdF2LbmGAYX3tuP1nwAAXnpiHh1xX1SePws59LsAgMHY11CSPgcAcDwimnzkLkISjQ0CJ6zY\nyrLwvCaYQGnsSQDAm5d4fzV4/hSAH95BW/xaHm4zvT5Z9L9OdNTIpikLNp0Mf4FyWPJ7kQIte7tK\ntO+rdaCyc1/b9QrWm/ScPKEMtAbKiE2hR5wI+GAyc9/19SRSBcpOs3T7H8t3ZvLcd/ibcOjpbZYR\nAcTnfW4HVpuUySGL0A/xyB10AUB+RIa+RH44liFvqY23cMZI/m76+nBtLETaL5Tg1XFdEw8RRYjn\n9uKhN+iZ/qX/Pjz4ukDCZi/i56+QrxUX3+163QmH9wzX5N97kHiCCNGAJY3OFoN3kk6WEG1YI1iN\nMnBqdHoT7jU+43vHj2JGJq97bqbwqvPufV3dhbehoopAXTagbaWnJw2Qt1xKFnUH99OdMECtcL9K\nVhX2yaIUopX7o42robNSZ82UxpG3ca01mWUobiJTGtF8xV6eRXOYeqFTV0Nb5nxb7QKKeerjnEwv\nebAt4fY0Ebp+jQllEQC73snDp9fflbY+jYLC2/RiDw7psd/Geb4pfxIAYFrcxKLwmPvKt3DiKPdC\ne8aMtpnBaYG3GJcgjz+JfJQIabA1gHY/vfL5+Tbks5Sz1EnR7/y4GlMZ/l4w3gOlTnmKHp/FvjR5\nLnOFAYq3qo+g/zhl69ncPJwprvVc04J/sBGRefquFP6X4yNx8LY6hAi3VE3EhcA6ojtob1MotgfC\ncEtBfp7gZ7dGovAti6jHmQ5WxX29RtPCtlh0Wx+hH/twHbXbIlpaX0YhIwJ+HD5kVYyaGxFKO5IM\nYyhHjVAz69ESsPWBW33Y8lJhaufFARE3o71MyG7UfKgrbbOJ5wEAmeAnUdglzHYso0Km/TgA4O0T\nXpy8xYPt5c9TUE65nka5RGV3cPoc0s8/AQC4YroEb4YK4pFl9oJVu34br4T5++MHv4v5MdYBvpWK\nQrn66wAAy3SI871ZQHSOStIfuYGsEMziu23EHyEjR8CDKWAq4axoVO4eXQD++E7aan4nhpoUkISL\nCtFp92LoNg8sw3gHq3UKnr3lgFvE29RFRyiVqQ2X6KG7645guk1op2xbR6lCiHpWIzo3yVZYdHxW\nKB5DQUuhsIzUUPFSmPJV0SlKlUdbw/1W1S4hMExFUVEUzHoo/GsBGkzt1fqdhAHwyXGEztM4OmIT\ntXv1s0hNih6y0ZOYcXMtW82/xbX9hKAbohtLs7KN/R7Weh17IQndo9z78ayE15+iIhjbYGS7PbaA\nmXFGbL+uG8PHnqLi133jMRwS8Nl641Wuc+djMElcs7X3N2HcdxoAsHXzm/iKn8bl7j4qTmU9CoTu\npE3R7CDloWyoO6Jer1RFNEOt3qn50NCSx2Wlho6oe50tiR6yViuqde6LtdmBvU15SzgrMIu+tnab\n6NRjzGA7RTXjbqnREbW5y5omLFXRyN3Lz7T1MMI5zl0fsMClJp3RxQiG69yvRTWfu9dsvZMwAEOS\nCusRGqIzbsqrXLThRpxynmvL6KuKnrSN/ZBqlLPdMwxUmry3hktjrPP72IUN3NzD6xr19XFcEYa8\n0Uj4vtn/OYxlGM1qPOmAeZEHYGXwZ1BE1P1rZ7i+J04p2G0SEr69dj9MBgZajifsqILP3Xb1Q6Vs\ndKULAHL7h+FIkyfHfFZcXuS6my3UXZn2GFTiHS6TDXonDala24iKRPmcYIwU9MfCaO9wbjsWDdIF\nOjYjpik4drmHxv3k33AkBbuDxkzGJgNxzrdh8sLtowG3tcUHxx1mBPVc/2x1G5os9/awRYvM3bqc\nAdjdOou2lgGGzc5+vBTmFYrjGKH+SsWPUxny3Ms7c/jSC5SzhV+z4mFR9liv498v1bLYKwLELuhj\nsNQINR91teCfosGYS/IQ73ccRGmazoqk8uLSM5TJh9ZWENlhaKJpjMZQIvEOBtSs+e/RrGL2QfLv\nq1t5TMrlu9LWbfSg5t7ojd7ojd7ojQ9xfCQ83hshhowP1CSMS6L/qlkDWcDOLr0dm3FaOOEEIY0p\nUxsehRZ6490GOj5afYbcDrIqeigQ3qxx3YN8gFbaa0oZ3hVaZAnrLkKiA83eAOdgSfrQPk3LXn0z\ng+YSn5Vo7yDTpPfhUQhtWCodFI/RM9vdvDMXFADyNlrX6sr72DpIiNV8bxCal2k173Ptge0BBgLk\nf4PWbvrPnkM7S4jRsBmHXON8BvsHseujBX5j+AwA4N4ffh4h0Yd2KfkwlsHAr1HNV3Bo/7cBAOUa\nvbp06gHgkEi1Cn0VIwKiGX4gA/8lrlXmCa5zvfAJfG6U7zgfvhfAT+6gTfYHIGUJ1UrCq5GVPOJW\nrrVZZYO/w8+L1jqkAn/Xie4v8NZQEN7b3OYhKH6uoVQMoCkCGvQKn59vSuiIoI3pKT3WihbxiCom\nRP7phpFepUGuI2/lZy5pDokNkatpbiBiF12kmqTX7BsFcOc1gTrshsVA2DPrE15uNYFgh/PyHPpL\ntF96BABgPB3EySq9nY3rtGUveKv4RpXoxJf/nQnz36cX9bprB7+wTQu8eor7ti/qwO11/n20nsTG\nzb/gWjY/jRcVoiHBBnnvtf0pBMX1iNUwhns1RGTK+/xYSlN21KsiwOYzEeDf3UEaJFMGKQ09//4C\nPe282gGbyKHfbFfgq9LDgVKHz8D9iusojwvrLRyTyddx1S5KAsb12z3Qr4tuUiZelWjzOrhEFyxJ\nqiJa5lq6jUa0VOTFWpp/r+v80GvosXlSTuglPqvlN6IU5d66ivQk29nuHsbNK/3wWkhTdI17tT1Z\nRVkmD+hapxFeJPy7pNuAK0/+Mx5nyolr3QWscx2XAsexHeYejaWicMbodSedhG705WUs3CYfTu57\nC3GZV1jhwT1wNQXs/CmiLeFyFfVJ8tM9Ny7jVo5rejhoxhU953t7yoOR5a5k8Vk6FdR9lP9orAOj\nYOX2CpEetbuIaEukP1kjiGdFLnHLhWpJoBkTAr6PDkC1S9q9UhlDcggAkDVaYe6nvsgJVMPrMAFq\n8vWoZgkJLdGGtjIOlwiqkkb5LO2GhKiRfNJYt2FE5GjfHGxBSbTvSpvK/nk4R8jj5p8loHrkbwAA\nUzI930LldVzL0au+fzCA6iHC9tYrebxxiHtrEQjJcDWBip4IxpHjGbSi/HzTnkFL6IgJEYhpK24g\nIRBOfT2Brz1C3ZW37cdGjsG7LdHBzFrfj5W95M/hhV9CcZtzNBvaGLCcvitt3cZH4uC1pCmAqlQd\nO3vI9O5sGdUyFyxzrYy+Mbr1GjuZXyftYrculP2BNsoXyJDWe/RQFgjH3LhA+Nd7WI/U+lX+n0GN\nsorv6GQ6OLhKBVPWkbH0G2WoinzWeikJyzAXut4qw2FiDlgjRIWw2gxiLsrDQjNxZ6ECAPixikJx\nejWB9jqZMDClxsJ+XtxuvrWDEdEA+pf3kGEvv/jbODDPQgw3409gfOoiAKC6NIiTWsIq6eTbAICv\nzz6KxyqcY6j8EIZVVPbq7PN48xLvR/ZoCHc3ZjT42LcJtdzsvIhohXQ8Mh+A1UVFcfI675C/u7aK\nW2DU7eP3XsU3u9BWUurwZymEWisVrUrbgspHeKlV6GCqj4rnVqsIV5WCpQvwsKhv+CAFxMP6yyiY\nqMTcShutLIW0LvIOJ7YTWBJFKvy1Gia0PHxS26NQfB9c6hP2zzb7IO1SaWRbYThACBuOEqrbFKx+\nE4U4Wap1oQyYnKhgc5W0PV7nu8prRfx0gMq1vTiOT8nUki+MPYAXvs6o7z3/hHdpn3lnDNZ+rsOz\nf3Uc0QEaQZPpBxGfOwMAyMcZEdsKHUCr+rcAgKnX5pD9lT8BALgOXYJxicr6hRr56NfqOzCaqfgX\n/UPIagkvN2sBhMJczHGZe7x9Pd+VtrRiRbBCPlpUeEj7iw0UJK75hFVBRE2lY08YsdVHSDMWpXEx\nYMwjXuZeFXX9kLXk33rdjPIQjaNSgnvVL9dxW8iTwViDRsvfC4UlBDziwAiTDwtzVZgL3JdisYyU\nlfPXxXVQTDxo6xq+q1mydaUtcCQF92XO/VaZ36ltpWBtcC8rE+8h8AFMnTmPsjAmTBIVcawqI2Ym\nnUr9EubD5J11OQ+1T0RW13jl0dzUQz1GQ3fj6mFoh0X8wLvbyHVoYMxOMGI2b7yCi9+n/lCbVLDs\n58Hxo9ArePpjDwIANt+Ko3Vf9z0DgNFMA1eMfMZwogiVhXTUfSL6WAnBI4pX3HJ48TE951uVsrgg\nosUnDVxfrQqQRYvROkpQqYUcKw3UbdyXKdGaVNK9jzU7DcN6LIW2igedNKUgWhKHc4Hf3TUrMIgU\n68aUCiF3EAAwcSmHvPPuAGtHVqB5nTx1fa4N7yplLq4hT1o6QYwNCSj/igZSnXpuamgW15ycw9Ek\n/z8c/DR0N2hIxdd/ERk3ZeTwxSwqD5G2jRUaKNrUMkriWsTvtOKnCa6To/oWgjMfBwBczdMw159w\nAzcfBADMF78BRSE8/6ohBaN67a60dRs9qLk3eqM3eqM3euNDHB8Jj9dcpDVbnrShqqJnu2uahHuB\nnszYTAznt0XenkxIOBUfQ8BOz3b1BpCaCQEAotsuoCFyc+dYXnH7hg0TFkIPieYGJAFtmQ1OJH30\n1CZTtARTY16YnDTZ2ok+DIqmVTHtxgAAIABJREFU49paHnk/52Yy0ktQrZfQOkroohXt3pjbnSMU\nvXmggjkd/++KNg/tKwwa2Ht/PxLn6am9/UlaUJqlv8H7N2jxeaf+N6RXmb82NmmGqc2ouuithwEA\n6n+1i9Vn+NxP9F/Fvyky4GfEU4Bt9vsAgEiOkdUTgwpeGmCk7QOZPbi8Qi/9TXkD9Xf4f+kWoV3d\n/r14+n3+/vzFO0vzAcBhpYrkKD2y0aII8GhYMFjnmmXaXiwJeNjt88Co5vq10rTKW3tS0OXoGRVM\ngLZMyzMnN+Hx0iaUCvTe1Bo3hoy0bONFCxxD3C9zoYZmm88r5ujx9WnDiFXoySj6/ZD03GN5xwC9\nl3yULtLjG/Z3z78+H+rD7ASt5mdFBSplKwD3PsJSM7eyeFkEqpivRvH4HCPTNc9wLsuP+nHpCtfv\ncXkBfzLN9Z1UNqA20rta+zN6ek+d+iE27+c6/uTCefxqi171M85B7LO/DAA4VGPgSUZdxeoyEZu+\n/v8dF1/hd+/7pxI0r9PzSX+WcuFL7QCv3UlbLe1GVKYV36cm4lPqWAGBBKUyDVgc5EVF7cBmlmt5\nQKKc7hhsSAr4XUk54G2HAADZVgvWNp/nmuL/bC+r4ZwQgVbhAGSZ79BpZ1HVkjc0HvKvLbcGXYOe\nU1rWoS6LqnG+4j9mHzTdnENxsHvepD7XQFoEYu5MENKX9eeg1RJqXcgWMZmkR9w2ViBn6b1WnyGP\nrA9l4dwgvOyxj8Ggpkc7ZiohISJ3R4W+2hnLw56kR3xNuoCxFOXEabwAu4XrsBbm9VHGqeCIiIhd\nLzwMv/USAKAABbFVzk2JZZDK3dOVLgAo+qYR7HAto0HA5qHMDSf4WckwhaKRKMxYyoWk0IONTj/2\nirxqV4D/ozVqMaslWrfWTiMrk5ldlg4c8aRYN/LTxqQR7rPkF++eftysU3Ysaj1WNsknZiGvhZIC\nnfBsLXo1ag0+IzXih9+wc1faLMcLKMbJrIeNQ8gEiLZZ/p77PPF0H8orfO/osTSuuClDwUYC4zqi\naq8cIYIUeGYTDi892vgrZ5E6xNxn39ceR/T7lJfgF+kd2761i8Ag51VSAxMrDJ5qan2IvEeUdIqi\njWj8Oh4rMih20T6MZ/1c0181JaFfDN+Vtm7jI3HwrrqpUPvcdRi3udCesTJGylTKK2U/pArhVrte\nFGTQxrGVJ8OqVH7sVfPOKXY+hBSvTBFTuPiTjiquZMnoJfMk5v18X7i9AJOJYf/LRTJIPVtEx0Zh\nsTW9qDioKK6GJtFa5sY7DTw09TYNylvcyAHVYFfaPNsU6FZ4G5phEU1Zl7GZ4LOqszYMZynojiwN\ngs+bPoFolfV2z/sHoTbwsCw7nChuUpn4x8lMk39xABrBOIlQCZ/Vk7Yfqe/FF+O8U67uUqhiqhCm\n7RSUxZcm0D5KRRJrXcbEacJkUy9S6FbzQez+gqg/enmoK205jR4qkUYUkUQ9aM0iChIh5Vk0kNdT\nkSareXQ6ZPa2SEsJNNpo1Pl7WyNDEQaNsRpDVSYfqMX/WNt6DNmpfFXaJqQSIagtWQdJpASNjIg7\nwR0dTDbOS+NQoFSpYOKpPnjbXOtmn7iLNBi70hb/7D5ob4n7++TvAAD2948gmaACKlqcmDvOqM93\n1nfxFwdpxNw7RQPveiQLzy1ewtX/UI1Hv8m/jz8wioVN3q3v/QxTkFZwAposI5m/PHsM58Qc55/f\nA09GREYfIBT4Y70MtyjHWF+5jK0AoUz/zbMo/5YoafhDKuLW8buIt7GCxhr3tCLq2Fp9MmqiqHWk\nYka/lodLwqKFRy+Kd+T5d6+zjVqVstnW11ETsQ9Wixdyh/+Xj4qoaX0UclVAov5ttPT8vK9iQ6lB\nGWhZKHuZzgDqZVE4xT0Ju458rbdKaOWoXB0lvjdi7G4wRWJDqEu8yniwSsP7vZ0JbMbIAyO3gfZD\nPNAHC8PY3cu9WHmP0G9ybBFWUfO6lovhNcFzUzULyhlxwA3ws85zDkQf/g4AILA+iqJIu2q1clg8\nQuP94VukcSvvRaqf8xpZuonOQfJG/roH5gPkxY1DekzpuhcGAYCUnIFG5loaDVlIy5SB7X18x0RY\nB6NeQMKtFCDuta0WC3KdEADAVaf8W3LAiqjLbs+4YPCSV1oLRRTVPMBc4vpo7F0rws4gACARicIq\n7m3VbSAorgsaGh5COmzDpaHcJA3z0JaZcmcuurFduTtt3v+gwnY/9eOiewDTy9zv61/5EQDAjaNo\nmsj3m4ZnYJ5jpPHrb9XwORsdF4+dOjH0oAzHLdI5+fAuNNs0WsNv6eFepvxmX+YetuoGXHqXf3/s\nSAp6mXNPuYowuMhrcxvcH3najGcLjA3p17yBL5p5XXg2eQj3yncv9dlt9KDm3uiN3uiN3uiND3F8\nJDze7XXmXFl1MzglohXfvaHDqpaBBtbUEiyiW0oiIoryaxOwN0RuWT2ENRHBZ3nIA8cuPbmAgxfe\nO7UoBt0M0slls0gM8Rnl2D4oBULEATODYiq6DdjyDDCqN29ASdFCN9RVCKwR9izPBwEAqY6EgkKo\nylyJd6XNO0Qv5CHvZ/BnJRYzeMzy2+h8hSXlYhdWcP8wvZpci3NZvPgzXDjOvNBg4n0oLlp6lXM/\nRtv5KABg8xKh5uGH3kCrQo/PZZ7EikToy3frBYTaDA4oTtAaPb1TwM80hGgCx/2ILtOTbjvW8LyB\nnnRjD79rTN+COctghuFa94jtkk4Hq5aIwHSFsFZKcqEp8rJvGNsIBuhdBHNF7KTphbqc9IJv6bcw\n0Ob7tIoZtgAt4trtWagleg+ylV6WSZdArkSLWMk0oNfyua5WDc05WqHlNRE0Z1UjI8oNqhMytDLX\nb1AqoWIk1CbipaAvdi9j1/+d16Gd454Ot2jZhs0VTK5yjsc+U8HPXuM7jvV7cPUG+eeIlZ5tWn8D\njs+TtshKENUhogeL55pIH+Q8DUX+fe18C1KQXuMP7BM4ZXgTAHDTeRMxN2keHiMvZ94ZRP8Qr1tC\njuN4TKZX0jSOY/d7XKumm8Q1klsAFu+gTSpU0XETGmua6N3J4TwqMtGSpqRFZ5PyYnOpUBPRxbY4\nkROHoYlOjTJUsGghuemdWDMx5HL8rlkWmQEWO3Jq/p9XJSG9y8/X+uMYTFPWVaLkp7FkRUuhJ563\nl+AQDRVCMRfmDKJzV1kUdSh2L8ZgHk7BK6KSi0eIwnS+/yM8RFFAfHIPzgodM6pIkDbpLZaHyeOP\n7VawNv4iAEBzzQNjhJBnKaPG5Bz3YPclenx1TRy1/0g5dX3pMjJvCGj3U3aMv8d3T06T5wt1C/IF\nUfRhjx/SddL54PgWNl4nna0BP8qeWFe6AMCccMPlppeayJign+GzR9rkkYKvg3KKiFW1LMFl496W\nVEUU3fTkiuvUjdGBdXjsoniKPYeRGPdw6+gUpJtEF5NmBnIZXQPIigwIra8D1TXyl1qq4HqD+zJh\noP5tWT2IHOTeWC4vw6QTubuOJnzhzl1pW9wzhgdErnbiXQXhI3zer+aISIViNWT9RC1j5TYK3yNs\n/+i8Hy+JxiUnvkPduLPPjObH/xoAUC8egt0oGm+4SmiN0ZtXpoSuSMURkJmvezY6hvv76bk+vy3j\n/jHO97nTjDq//4V5NIapu9S1L8JSphy2d7ToOE/clbZuo+fx9kZv9EZv9EZvfIjjI+HxHhmmFyJt\nrOOagb/nKlsYE63JrPVJlF30gCxL9HJrHy8j/zr/HmwPQ5+l1RjV66FV8fNdEeBwZcuL8b2873CE\n81BVaNnX5BUU7LRUDkXp+awWJKT6RRnBNlDfoaXXdyQGlVrcy5ZpCVp1aVgK9CgSJ/zAn99J24zM\nAvsvvpyG/X7ex4XqF2H6ZhAAoP4NFzo36HlCxcvp6B+dwdZ/S09m55NTeMTFexuP9wzOJmj1Ff+U\nFt/Jr5iQ+fJX+X/FZ1A8zL9/fvMgIj6WP9ut8K77275lGC20jvuMb2F7moEY0xuH8asrtN5++uhv\nAQCmai9hYJPvsM+fBl58/g7arFkJ2UHeOYWFV1Rq6zCR4/qG4ibENbRGZeihddHKLNVJe2ClD50h\nEdiwW0MzxTurii+EQJ4ebb5MbynttiNZFb2Pj2iQEgFPqh0N4kvkmUqQP52NOkwJeh9aWwVrIv3D\nNgTURTOLiki98bm6V0AyaSKIp7jfxXnRxGNuEvd+gx7HP6jNePBr5LPtn7Tg8zB46ntRBrKtzb+I\n+QLXN2M14MD1pwAAQV8Sr4teowY31+YR31WkCmx+cTb9DG57iT6MD95GxEmadpbIc5bBIcTFXWwn\ndAmFDu+3BrxA3Ur+0TnZLOHQ2nKXgpFATlVHwMZnGNv06gs2HxxNehdV8wp2LEQt7JoarLwug0Z4\nNbGcF5VBytuUpQAlxGel3B7YJXoH9Q49A1tcD4uR6+huqtHy0/PqhNMo2ull2Tz0QKulNOxx0Uau\n3kR1l/MxGRXERWlLVYEoQ1nunnbzyLs+/InMgCjtWZGK8oX9iP4d/35+YheaFcr0tmkOZoX8Zdvg\nz+9l3Pi4XqSJHHRhpkDvL6NL468TTE98LE90wqX6GUynKafJ3XswpWI1qjduNHB0m23pzsuM2zAN\nTME8SRlbaSRxYIW6KWxuwvAkaVuRgU/YZrvSBQCdegNZEfxY3DOHRodrsLtLpGxU60JO3MeblBra\nDq5DztyG4wzpi0xwv4fQwE6W+zYq29AB90WztQlzH73xelqgGt4V2FUCRYlp0Hbw/1aTbfjNfK4q\nTH4xW9rwvkMvd7uoR93JYMNwWsLJQeWutE2cjKIqqpZZM06UNogUnvFSL2/ObmK6xHvxsdAaqi56\nrqrCFdguUMeemiGqJKurcF6hrr18QMEJUeegfc2NKyepx6Qac/Bnxu2YHxP53iOr2MoR7TQ7U3j3\nGs+GfT8QcR0HytDfZMDVtfVZJPYwx372wCNo5Lq3F73b+EgcvGURNWluatCgboa0CsRtIm9Lu4OV\nIqE867SIjIv5oRols+SVGOIiz8+o1iBW4++BC9yck3MFKMsUlprGAX2QwuDzmqHJEj5KVgRM5yuj\nI/rxtlrbMDipqKPyHLIiEvQ+vyjx1rqBvJEwsf+t7sEe75U4X+kTR3DowhkAgDvwSZz7lzwgn/pG\nAj/9DJXyQ2YG26y+fALzv0uFmnvrIAZkKoq36/fD/+tUJidfJjwS/k096n7CI0NXpqFtcY7f25vF\n10SAS2yJwvpbpqP4t5vsXKM1/QaOWnlIXP0FPTrP8aB6PEnF+aLlR8hVuX52fXeBKU9qMFwh1JSM\ncl59bhdyDbKVZziNnQoV8Igpj0qS8FtM+wYAYG+zH0ahXNvjddRiDNQommvY7HA9HWo+qx4xY0Ao\nleiOCd40D6RSeQv5Ee6XNkyFmTG20YQIAKmo4Fb43FK6CleT3xnwk0fU+vGutO26VegXhpbKwUNV\ne34Kpc9T0Xzi9/5nbPRTSQaenEZuSQR2GZlULwVGoL3C72bDA1gVUKmhr4bDUa5JSsDzGOzHczmu\n332Zx+CQmaN962IMrn2EfNcPUCH83PYrOG/nZ2seCdYEfx8rWuEDDZNzLvLk1u2TAP7gDtpkuwa7\n3GZo9VzffpsKEXEIjfv2QpsR698ywKKmbNysco4BTQHVAg2XYsqJD9SIrLSg7tDIM0E0m5+QUBbB\nYvGmFT4hmyp3EzFQWamb3CtfxYC4gXulzy/C6OV787kiXKLec73N72bNjTvoAoDnDoXh11EvWLeo\nUDWhGKIjnPtQfAbVpmiyvhnFu9YgAGBQBPaNOqLYSXN/jvy4jYSPBo9N08HhOuH558uc16QWsFyn\nbF7SDKDY4DvG3A7oC/y8KWjTJG9B3SKvyad1qNgp35Z+D+I3CDwevMeBM0vf7koXAGgPJzC8yQO7\nsr6FtkRDyLpEudC7o9AYeBhnFBtuR/jce71GZGYpL40Q96Va0cDoIm3lShFZO/lTpXMgGSF9dbuA\nvev9qIsrJY89BwcoF3FYoBNBVQkb97WieFAx0sDQdvxYcIjCG0YjzhcG7krbK+/68fh+0tHU2nG/\nk2utJOgI6E/8PSZ+yPW9cOQ0dNcYOBo+MYGpW+Sv12zUL1brIt6PUXdN56N4KUBe/ngoiJqK58Cg\niEw/94aE+08Rkne+X8aymnrZ0XgEW17m5rvSNLh2vlVFeD/fsW8kj/gVZpvUT+gRM98dRu82elBz\nb/RGb/RGb/TGhzg+Eh5vRxTd3g3dgrKXXm51tAW/CK4Y0GvQLy7eizFRnN2zgriGFpROW8K+KuHE\n5YEsBjP0UBwH6VGYJ1WIm+n1OaJWlJu0iPsbRdzM00uYFgFBq4ofJtEX16nzwX4gCACQb6cQFJZ0\n/iatWWd1AlqLgJpMpq60XZ36KgDglwo38doM6Zm79m28FxX5aT83iyfstEavNxhUc3XhD/H4Bi0o\nTf0iLgY4h/lWBjvvMyXh70TVlH2rbWS3CLEsP7CA1CV2QPpc+CDOpenWBGY43/+wMwbNAfaLPXbx\nMxhRcT7rSSva898FAKTM9Fg+/sKX8FM1IXDn9rWutBkLGkTahIdKVrJSuxiHpcW1UG/WIBv4joLH\nDkkhBGVvMxUg42wgGWdKmLzrRFFLJMKdsMAs0olqTVroBo0GG6L6kJRqYE30cA33aWEVgT5ZJ386\nbmsQHSUMbN5Wwx0QwXtmExI7onuLi5Zvq9qVNBgnfJAbnM/iGdLzoO4tqETO4HP//TQOnKfH8Gox\nhIcl8uK6nelpvp/MIaFhOstcRYeC4Kn31g9Dzv4brsNe7uGlyBdw1M6c4UGPDVc9ogKVuoidBuc7\n9v43AADb+haaSa7pfcoMXm2xytVa8EEUzYTl7t2gx5s+vQKcuZM2Wy2GHR3X16nmHLL6JgwiuKqR\nVEFt5OeqfA4x0bBiPkivcFcjoe+Dko2SDLOZHoXWbEetyO84NJyLLleCSSbyklQc6LToAdoGfDBm\n6ZEuVUUQpUYLf5PrFNU6oKuT1421PG5fpbdj9NEjNkS6q65B1TbieXooZg+vp3JxHSZs9Jh/MFLD\nSFJ0x9JswL9J5Kg5LeYQ1eI1IrQ48HQT6g3K5kqsAslHfmgN0usZyk1h00Pv+KC7CO+7/NwWUuPm\n/Zz7nrNcx3T7bZjPEbWru/U4r1A2Z0xNOOuEVZdXjAhMPCAoubPWZz6xB+tOUX5zJ4yMl4iLfYTX\naAtNFVICeTowW0c7w/W9vlkCfPzcM8F1yySskBL0TJsOLfIR7v0RfweXy/xuf517GQs2MFCm9xuR\naojXCMHqlYvYFnUOilGRi+3VIyPz/zWtOvq3Kb/50ToG7HeQ9I/jE6oWJi6xWcGlfcvIhtnn58Y4\n7++0L4/j2b30RvsHnoKVKg31cytox7m3KQfRH7zZj9EJpmPWIscweJQyqV9bx2iIk7jppIf/pPcQ\nLmkpY1bPEDIZXtPs2xrGYB916ZUMS4y+PSzj8Rnu8bU3lzEjmiQEc6dwPblwd+K6jI/EwRsoi5ZT\nVj3yHlG6cCuI3TwXZDmggdwSRStEs2lVcQD+mqj1qtEjKpqsBzZHkByhohwV7auuLPqQaIv7TLMT\nA+JeLLwRgH+ICviCgEqGBixQbZNhVeUt7IguFhP6FNQKn1c38l3qTgXhPGEOs747eHDgu4Qe45+Q\ncfq8qA888q/xicM8ZD3hAuLbzKFdKHOj/9nkNZjTVIzfeNOJ9jgVfHAoitYWt+z+6/y77feT+Pwt\nRjI//+Y0DONBAECq8oc4kPpLAMCmOPzKE8/gAd/vcc06NfyVhULTd/snwDtU9s3jY2Id+hG8xnft\nHj0I4MU7aCsay7BWSH+lQfpll4RSi4JXc+6iWid8qVRq0Ie4xnYt4bL4SBINcE0nMjW0RBETZbCE\nnIjehJ5rvZgJYaDG55Y6TmhkQlymTB5pUU7RYiDvGEdqcNSoMFNqJ5QCf7fKTWj6REGUnFgTTfe7\nmbGrVdzUUUHf42ME+h69F2VQOVx/ZwzXyiEAgGSaxHkTjZT7xF3v7dsXEZshtLjnB2dxeZTQl/aT\nWxhY5/1T4QYhrvTtVTxwijDbDcNlqH/EO7b+fX3wiIh1lTjYm84IQiHmCv/noBtP1L8MAJittrFV\nFofhELXSyIXuOcpbKQn9op62BMHLGIS1TNpgH4WzIwwXqxvNNuemKVBpTTXbsFEMkdUY/nEP69UC\nxNmMhkLDUbGrURdFM0ymADorVFY1bRYmM+8m94vynzp1C5mkyEk1VpCy8lBT5RQ4TOIOapEHRN3Z\nPRrdv+MBCucAAO1TvGddfnUTuzpxR+xehkG0BXXYzZCKos75MucwIb2IJ46w1GpxZRWSX9C+roPl\nJnlOJXJ70+HzuGnj+v1xq4mLAl4v7Mzg9vPCUTBxbe6f/AoyUzwg0so2DghIfd+iDv0PcV31Vwo4\nsu7oShcAZDc30dRxvuWWAcomDUpJFLrQdICGheu7eG0OviFG2O+my+jzUaetiNiJCaRRF3KYUa/C\n7eKBEork0RCR9MttrrURBZxXBP9uZtCy0BBvG08i1OJh6BkV7TLzt5AXWRi6ih41cb86tKnHmv+u\npGEwN4WfnKD89//QiMS9rGXfCFEGY9pbGFziwTpd/RautX8NAFDpyOg3cJ6Vvm8AAEqB47jt4b2v\ndmMVfT+lTltQ7cVUkAZPbpvrf/WeS8iIaHNVpIxYUtTCPv1dHEpTfu2DdA6eVAbhHCDPlj8+g6VF\nniOqgWu4J2m4O3FdRg9q7o3e6I3e6I3e+BDHR8Lj7VhpNdY2BmF+mRbS7uw2GhK9h4aUxqTEoKHr\nwkKf8hexIJoV+Bx2+Dr0JtUDQYxn+flig17u0LgbrTVaOKp+GWXRfCE32kSgIKw6o6hOciEDS+SD\nQJgmdkV7TGnMj0qVHsVuWOS6pnQoico/RU2lK23947RG2+7T2JknfJLL/RWGt2lB3rY9AVOVHm/w\nMi3Jm/r7kbJxXnu+0IS2xeovt1f8COwlJP69MXph+965gVSJgTcZnQVqhX1btQsfg97ybwEAb07Q\nEjeG5uESwSB//rsLeOrXvwoAWEi8g0eOsafvs8OM4mw7P4d7/fQ43t9d70qbWS1jW3SYGRFVclZX\n1Cj2i7J0W2MwiuAoxSfDKqAmxUtLXC4OAxLX8h2NGeOiYYJaXYVFeNAtYXUb1B7s5Gnhd2xVmEv0\nVLXRGjp7iHB0CtzXYjsOSc15TVrDWDPxxXLbgpZalDrUiQjqRLErbRjJYWaRlr9KxSjjzblNKAXC\nVif2lNDJk2cuVpfQEv1/E19g4I6+qYVnndb69oFrmJcYAJf79+MICmjQHmXgXfE31fjht/mOzwzn\ncNlKqzy0tR9aiwim6+c6ns9qERay8ItFA2pFRtWf2XwE7/ezscbn8+wpGh1c7UqaXa1FukrPZ1L0\nbw3LgMNBC7/UKcEropptpiLaZn53WEQ9y4Ys8pJYU62MmrgC8Hv1kEWCtMrAv2dNHczmeB1TKreg\n8/BZRY0RrQ+aGMjkr3LBDJXoMINWAj7RaGHVoIKuLBCKEc7BdZciSO2DA6jd4nfT4grG84gPkp66\nwL84jHyHsrp6rwl60U0qtkUX3hP5eVwXiELN7ML+21zrnCTjpkJkrrVBXaKbsCNZ5l7+ZHMH0SlW\nQNp2bGP/FvlB9KCAekuN0ZP8bGR4F6llzvG9YAp9GXp6wQNW/HRhqzthAMyNBnICwk/ommg2xN6J\nwnK2d1swWTk3szGHiijNajTIUNeInLh19Ng2c3a4BwiHt9RGNMXV15onj4LC/QwK2cimvCjYiCa5\n8jUURP9f+/Y1TBjJn6sRyrHGMQgpwf02VVuwin2qjvXBneze2AIArkxfQv9Z1iYIeL6PkQsiYKpF\nfnj6i0P4+3Wuv+ndp/DpSXrEK2EjXjtBlCD4LPdSMcVw8iB1ddppR2uMlQY99Xvx/Cb3WTNBZMC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i2cCKBzl8I5opqAfUBMWSr2wdjgJTpbFGGQgX3YPk883Ycb8HlFBUPIgh7q2Cj6eHHX5rT/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\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FRJEQfW9XfIx8J2VSaAZEkln0BAkTkytdjSLiZ3lFZbD9CNlgT7YAAObOBHxyRoKB9r+G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\nIAiCIHSR/xv2e/g+JkInXQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd615869310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from cs231n.vis_utils import visualize_grid\n",
    "\n",
    "# Visualize the weights of the network\n",
    "\n",
    "def show_net_weights(net):\n",
    "    W1 = net.params['W1']\n",
    "    W1 = W1.reshape(32, 32, 3, -1).transpose(3, 0, 1, 2)\n",
    "    plt.imshow(visualize_grid(W1, padding=3).astype('uint8'))\n",
    "    plt.gca().axis('off')\n",
    "    plt.show()\n",
    "\n",
    "show_net_weights(net)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tune your hyperparameters\n",
    "\n",
    "**What's wrong?**. Looking at the visualizations above, we see that the loss is decreasing more or less linearly, which seems to suggest that the learning rate may be too low. Moreover, there is no gap between the training and validation accuracy, suggesting that the model we used has low capacity, and that we should increase its size. On the other hand, with a very large model we would expect to see more overfitting, which would manifest itself as a very large gap between the training and validation accuracy.\n",
    "\n",
    "**Tuning**. Tuning the hyperparameters and developing intuition for how they affect the final performance is a large part of using Neural Networks, so we want you to get a lot of practice. Below, you should experiment with different values of the various hyperparameters, including hidden layer size, learning rate, numer of training epochs, and regularization strength. You might also consider tuning the learning rate decay, but you should be able to get good performance using the default value.\n",
    "\n",
    "**Approximate results**. You should be aim to achieve a classification accuracy of greater than 48% on the validation set. Our best network gets over 52% on the validation set.\n",
    "\n",
    "**Experiment**: You goal in this exercise is to get as good of a result on CIFAR-10 as you can, with a fully-connected Neural Network. For every 1% above 52% on the Test set we will award you with one extra bonus point. Feel free implement your own techniques (e.g. PCA to reduce dimensionality, or adding dropout, or adding features to the solver, etc.)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 / 3000: loss 2.302747\n",
      "iteration 100 / 3000: loss 2.151115\n",
      "iteration 200 / 3000: loss 1.956375\n",
      "iteration 300 / 3000: loss 1.799929\n",
      "iteration 400 / 3000: loss 1.655160\n",
      "iteration 500 / 3000: loss 1.795606\n",
      "iteration 600 / 3000: loss 1.641448\n",
      "iteration 700 / 3000: loss 1.735793\n",
      "iteration 800 / 3000: loss 1.558643\n",
      "iteration 900 / 3000: loss 1.627120\n",
      "iteration 1000 / 3000: loss 1.622246\n",
      "iteration 1100 / 3000: loss 1.425337\n",
      "iteration 1200 / 3000: loss 1.653914\n",
      "iteration 1300 / 3000: loss 1.312269\n",
      "iteration 1400 / 3000: loss 1.617746\n",
      "iteration 1500 / 3000: loss 1.546160\n",
      "iteration 1600 / 3000: loss 1.529102\n",
      "iteration 1700 / 3000: loss 1.526467\n",
      "iteration 1800 / 3000: loss 1.525794\n",
      "iteration 1900 / 3000: loss 1.511923\n",
      "iteration 2000 / 3000: loss 1.502946\n",
      "iteration 2100 / 3000: loss 1.427292\n",
      "iteration 2200 / 3000: loss 1.466711\n",
      "iteration 2300 / 3000: loss 1.562529\n",
      "iteration 2400 / 3000: loss 1.410455\n",
      "iteration 2500 / 3000: loss 1.503673\n",
      "iteration 2600 / 3000: loss 1.359817\n",
      "iteration 2700 / 3000: loss 1.420605\n",
      "iteration 2800 / 3000: loss 1.429068\n",
      "iteration 2900 / 3000: loss 1.429696\n",
      "Validation accuracy:  0.48\n"
     ]
    }
   ],
   "source": [
    "best_net = None # store the best model into this \n",
    "\n",
    "#################################################################################\n",
    "# TODO: Tune hyperparameters using the validation set. Store your best trained  #\n",
    "# model in best_net.                                                            #\n",
    "#                                                                               #\n",
    "# To help debug your network, it may help to use visualizations similar to the  #\n",
    "# ones we used above; these visualizations will have significant qualitative    #\n",
    "# differences from the ones we saw above for the poorly tuned network.          #\n",
    "#                                                                               #\n",
    "# Tweaking hyperparameters by hand can be fun, but you might find it useful to  #\n",
    "# write code to sweep through possible combinations of hyperparameters          #\n",
    "# automatically like we did on the previous exercises.                          #\n",
    "#################################################################################\n",
    "\n",
    "best_val = -1\n",
    "results = {}\n",
    "\n",
    "np.random.seed(0)\n",
    "\n",
    "batch_sizes = [236]#[200,236]\n",
    "learning_rates = [5e-4]#[1e-4,1e-3,5e-3]\n",
    "regs = [0.1]#[0.5,0.7]\n",
    "\n",
    "grid_search=[(x,y,z) for x in batch_sizes for y in learning_rates for z in regs]\n",
    "\n",
    "for batch_size,learning_rate,reg in grid_search:\n",
    "    \n",
    "    net = TwoLayerNet(input_size, hidden_size, num_classes)\n",
    "\n",
    "    # Train the network\n",
    "    net.train(X_train, y_train, X_val, y_val,\n",
    "                num_iters=3000, batch_size=batch_size,\n",
    "                learning_rate=learning_rate, learning_rate_decay=0.95,\n",
    "                reg=reg, verbose=True)\n",
    "\n",
    "    # Predict on the validation set and compute accuracy\n",
    "    val_acc = (net.predict(X_val) == y_val).mean()\n",
    "    print('Validation accuracy: ', val_acc)\n",
    "    \n",
    "    results[(batch_size,learning_rate,reg)]=val_acc\n",
    "    \n",
    "    if val_acc>best_val:\n",
    "        best_val=val_acc\n",
    "        best_net=net\n",
    "        \n",
    "#################################################################################\n",
    "#                               END OF YOUR CODE                                #\n",
    "#################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JT5BCg2KLzI3jCr+7lrkVZhdpJn+7dGP4aoXKFPltl3NsN4Kk2F6BNGeQ7pXwzjkfIuN8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\nH0YISdDc/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flXM6x4ln2zusargTywwviAm4NAYw/6wZsQF9/wpi9cKAZlCoP0T+d0c9m0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\n2DFHdtFnCUwrwZY4h9x1UKsSmgy0NmxH5lXtSr/r3fFSKdW1ENKYcBwiWPU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qDDkFNvZz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\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I07Jt0HNko66WO8QrWtFNLzDmBNlE7SI6QKcubk/30NfpgOI10FXW+CJJY4TLAlum1JIw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\nDptyjJrmIBjK+kko8mG2LdQ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cGseea4Y7v8aEoxKjXeMxptWis3Sxxin7klajxuIaa868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\ngiAIF+T/AMKqgD+187n6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd62c04c790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize the weights of the best network\n",
    "show_net_weights(best_net)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Run on the test set\n",
    "When you are done experimenting, you should evaluate your final trained network on the test set; you should get above 48%.\n",
    "\n",
    "**We will give you extra bonus point for every 1% of accuracy above 52%.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy:  0.496\n"
     ]
    }
   ],
   "source": [
    "test_acc = (best_net.predict(X_test) == y_test).mean()\n",
    "print('Test accuracy: ', test_acc)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
